In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
data_dir = './data'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import helper
import os
from glob import glob
from matplotlib import pyplot
import numpy as np
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(np.array(helper.images_square_grid(mnist_images, 'L')))
<matplotlib.image.AxesImage at 0x7f5e7a1d6198>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
helper.images_square_grid(mnist_images, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f5e7a176358>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
/usr/local/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6 return f(*args, **kwds) /usr/local/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. from ._conv import register_converters as _register_converters
TensorFlow Version: 1.4.1 Default GPU Device: /device:GPU:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_inputs = tf.placeholder(dtype=tf.float32, shape=(None, image_width, image_height, image_channels), name='real_input')
z_inputs = tf.placeholder(dtype=tf.float32, shape=(None, z_dim), name='z_inputs')
learning_rate = tf.placeholder(dtype=tf.float32, name='learning_rate')
return real_inputs, z_inputs, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, alpha=0.2):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# print("==discriminator structrue==")
with tf.variable_scope('discriminator', reuse=reuse):
conv1 = tf.layers.conv2d(images, 32, 3, 2, 'SAME')
lrelu1 = tf.maximum(alpha * conv1, conv1)
# print(lrelu1.shape)
conv2 = tf.layers.conv2d(lrelu1, 64, 3, 2, 'SAME')
batch_norm2 = tf.layers.batch_normalization(conv2, training=True)
lrelu2 = tf.maximum(alpha * batch_norm2, batch_norm2)
# print(lrelu2.shape)
conv3 = tf.layers.conv2d(lrelu2, 128, 3, 1, 'SAME')
batch_norm3 = tf.layers.batch_normalization(conv3, training=True)
lrelu3 = tf.maximum(alpha * batch_norm3, batch_norm3)
# print(lrelu3.shape)
features = tf.reduce_mean(lrelu3, (1, 2))
# print(features.shape)
# print()
logits = tf.layers.dense(features, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# print("==generator structrue==")
with tf.variable_scope('generator', reuse=not is_train):
x1 = tf.layers.dense(z, 7 * 7 * 512)
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# print(x1.shape)
x2 = tf.layers.conv2d_transpose(x1, 256, 3, strides=1, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# print(x2.shape)
x3 = tf.layers.conv2d_transpose(x2, 128, 3, strides=1, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# print(x3.shape)
x4 = tf.layers.conv2d_transpose(x3, 64, 3, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
x4 = tf.layers.batch_normalization(x4, training=is_train)
x4 = tf.maximum(alpha * x4, x4)
# print(x4.shape)
# Output layer
logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 3, strides=2, padding='same')
# print(logits.shape)
# print()
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
labels=tf.ones_like(d_logits_real) * 0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.zeros_like(d_logits_real)))
d_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.ones_like(d_logits_fake)))
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
d_train_opt = tf.train.AdamOptimizer(
learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
g_updates = [opt for opt in ops if opt.name.startswith('generator')]
with tf.control_dependencies(g_updates):
g_train_opt = tf.train.AdamOptimizer(
learning_rate, beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
if cmap == 'gray':
pyplot.imshow(np.array(helper.images_square_grid(samples, image_mode)))
pyplot.show()
else:
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# build model
input_real, input_z, _ = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
losses = []
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
batch_images *= 2
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z})
if steps % 10 == 0:
# At the end of every 10 epochs, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
return losses
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 128
learning_rate = 0.001
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
losses = train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.2982... Generator Loss: 0.6907 Epoch 1/2... Discriminator Loss: 1.3219... Generator Loss: 0.8063 Epoch 1/2... Discriminator Loss: 1.3368... Generator Loss: 0.8252 Epoch 1/2... Discriminator Loss: 1.3449... Generator Loss: 0.8178 Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.8076 Epoch 1/2... Discriminator Loss: 1.3522... Generator Loss: 0.7830 Epoch 1/2... Discriminator Loss: 1.3571... Generator Loss: 0.7813 Epoch 1/2... Discriminator Loss: 1.3564... Generator Loss: 0.7837 Epoch 1/2... Discriminator Loss: 1.3450... Generator Loss: 0.7864 Epoch 1/2... Discriminator Loss: 1.3386... Generator Loss: 0.8198
Epoch 1/2... Discriminator Loss: 1.3397... Generator Loss: 0.8069 Epoch 1/2... Discriminator Loss: 1.3467... Generator Loss: 0.7949 Epoch 1/2... Discriminator Loss: 1.3477... Generator Loss: 0.7947 Epoch 1/2... Discriminator Loss: 1.3542... Generator Loss: 0.7675 Epoch 1/2... Discriminator Loss: 1.3389... Generator Loss: 0.8057 Epoch 1/2... Discriminator Loss: 1.3401... Generator Loss: 0.7847 Epoch 1/2... Discriminator Loss: 1.3409... Generator Loss: 0.7763 Epoch 1/2... Discriminator Loss: 1.3423... Generator Loss: 0.7930 Epoch 1/2... Discriminator Loss: 1.3435... Generator Loss: 0.7691 Epoch 1/2... Discriminator Loss: 1.3512... Generator Loss: 0.7950
Epoch 1/2... Discriminator Loss: 1.3450... Generator Loss: 0.8017 Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.7863 Epoch 1/2... Discriminator Loss: 1.3505... Generator Loss: 0.7747 Epoch 1/2... Discriminator Loss: 1.3314... Generator Loss: 0.8296 Epoch 1/2... Discriminator Loss: 1.3495... Generator Loss: 0.7626 Epoch 1/2... Discriminator Loss: 1.3377... Generator Loss: 0.8015 Epoch 1/2... Discriminator Loss: 1.3499... Generator Loss: 0.8207 Epoch 1/2... Discriminator Loss: 1.3513... Generator Loss: 0.7950 Epoch 1/2... Discriminator Loss: 1.3429... Generator Loss: 0.8058 Epoch 1/2... Discriminator Loss: 1.3332... Generator Loss: 0.8074
Epoch 1/2... Discriminator Loss: 1.3386... Generator Loss: 0.7856 Epoch 1/2... Discriminator Loss: 1.3339... Generator Loss: 0.8027 Epoch 1/2... Discriminator Loss: 1.3187... Generator Loss: 0.7937 Epoch 1/2... Discriminator Loss: 1.3304... Generator Loss: 0.8209 Epoch 1/2... Discriminator Loss: 1.3227... Generator Loss: 0.7902 Epoch 1/2... Discriminator Loss: 1.3327... Generator Loss: 0.8145 Epoch 1/2... Discriminator Loss: 1.3247... Generator Loss: 0.8132 Epoch 1/2... Discriminator Loss: 1.3252... Generator Loss: 0.7961 Epoch 1/2... Discriminator Loss: 1.3189... Generator Loss: 0.7886 Epoch 1/2... Discriminator Loss: 1.3364... Generator Loss: 0.8878
Epoch 1/2... Discriminator Loss: 1.3103... Generator Loss: 0.8339 Epoch 1/2... Discriminator Loss: 1.2941... Generator Loss: 0.8507 Epoch 1/2... Discriminator Loss: 1.2956... Generator Loss: 0.8513 Epoch 1/2... Discriminator Loss: 1.3234... Generator Loss: 0.8296 Epoch 1/2... Discriminator Loss: 1.3107... Generator Loss: 0.8291 Epoch 1/2... Discriminator Loss: 1.2871... Generator Loss: 0.8723 Epoch 2/2... Discriminator Loss: 1.3156... Generator Loss: 0.8084 Epoch 2/2... Discriminator Loss: 1.3224... Generator Loss: 0.7881 Epoch 2/2... Discriminator Loss: 1.2865... Generator Loss: 0.7982 Epoch 2/2... Discriminator Loss: 1.2778... Generator Loss: 0.8410
Epoch 2/2... Discriminator Loss: 1.2724... Generator Loss: 0.8573 Epoch 2/2... Discriminator Loss: 1.2673... Generator Loss: 0.8540 Epoch 2/2... Discriminator Loss: 1.2924... Generator Loss: 0.8949 Epoch 2/2... Discriminator Loss: 1.2435... Generator Loss: 0.8957 Epoch 2/2... Discriminator Loss: 1.2939... Generator Loss: 0.7934 Epoch 2/2... Discriminator Loss: 1.2884... Generator Loss: 0.7933 Epoch 2/2... Discriminator Loss: 1.2448... Generator Loss: 0.8560 Epoch 2/2... Discriminator Loss: 1.2662... Generator Loss: 0.8161 Epoch 2/2... Discriminator Loss: 1.2405... Generator Loss: 0.9080 Epoch 2/2... Discriminator Loss: 1.2298... Generator Loss: 0.9040
Epoch 2/2... Discriminator Loss: 1.2432... Generator Loss: 0.9029 Epoch 2/2... Discriminator Loss: 1.2457... Generator Loss: 0.9056 Epoch 2/2... Discriminator Loss: 1.2458... Generator Loss: 0.8450 Epoch 2/2... Discriminator Loss: 1.2370... Generator Loss: 0.8878 Epoch 2/2... Discriminator Loss: 1.2339... Generator Loss: 0.7866 Epoch 2/2... Discriminator Loss: 1.2002... Generator Loss: 0.9493 Epoch 2/2... Discriminator Loss: 1.2327... Generator Loss: 0.8615 Epoch 2/2... Discriminator Loss: 1.2370... Generator Loss: 0.9053 Epoch 2/2... Discriminator Loss: 1.2069... Generator Loss: 0.8275 Epoch 2/2... Discriminator Loss: 1.1975... Generator Loss: 0.8665
Epoch 2/2... Discriminator Loss: 1.2084... Generator Loss: 0.8695 Epoch 2/2... Discriminator Loss: 1.2274... Generator Loss: 0.8328 Epoch 2/2... Discriminator Loss: 1.2861... Generator Loss: 0.8626 Epoch 2/2... Discriminator Loss: 1.1867... Generator Loss: 0.9138 Epoch 2/2... Discriminator Loss: 1.1624... Generator Loss: 0.9345 Epoch 2/2... Discriminator Loss: 1.2120... Generator Loss: 0.8234 Epoch 2/2... Discriminator Loss: 1.2000... Generator Loss: 0.9380 Epoch 2/2... Discriminator Loss: 1.1684... Generator Loss: 0.8673 Epoch 2/2... Discriminator Loss: 1.2067... Generator Loss: 0.8011 Epoch 2/2... Discriminator Loss: 1.1910... Generator Loss: 0.9255
Epoch 2/2... Discriminator Loss: 1.2131... Generator Loss: 0.7726 Epoch 2/2... Discriminator Loss: 1.2638... Generator Loss: 0.7931 Epoch 2/2... Discriminator Loss: 1.1763... Generator Loss: 0.8145 Epoch 2/2... Discriminator Loss: 1.2196... Generator Loss: 0.9508 Epoch 2/2... Discriminator Loss: 1.2480... Generator Loss: 0.9262 Epoch 2/2... Discriminator Loss: 1.1641... Generator Loss: 0.8571 Epoch 2/2... Discriminator Loss: 1.1679... Generator Loss: 0.8989 Epoch 2/2... Discriminator Loss: 1.1507... Generator Loss: 1.0425 Epoch 2/2... Discriminator Loss: 1.2142... Generator Loss: 0.8419 Epoch 2/2... Discriminator Loss: 1.1532... Generator Loss: 0.9188
Epoch 2/2... Discriminator Loss: 1.2351... Generator Loss: 0.9089 Epoch 2/2... Discriminator Loss: 1.1948... Generator Loss: 0.8859 Epoch 2/2... Discriminator Loss: 1.0539... Generator Loss: 1.0271
from matplotlib import pyplot as plt
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
<matplotlib.legend.Legend at 0x7f5d7c3fcda0>
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(np.array(helper.images_square_grid(mnist_images, 'L')))
<matplotlib.image.AxesImage at 0x7f5d7c3f2278>
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 256
learning_rate = 0.001
beta1 = 0.4
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
losses = train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches, celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 1.3181... Generator Loss: 0.7756 Epoch 1/10... Discriminator Loss: 1.2662... Generator Loss: 0.8238 Epoch 1/10... Discriminator Loss: 1.3612... Generator Loss: 0.7925 Epoch 1/10... Discriminator Loss: 1.3688... Generator Loss: 0.8120 Epoch 1/10... Discriminator Loss: 1.3978... Generator Loss: 0.7938 Epoch 1/10... Discriminator Loss: 1.3824... Generator Loss: 0.7857 Epoch 1/10... Discriminator Loss: 1.3900... Generator Loss: 0.7699 Epoch 1/10... Discriminator Loss: 1.3851... Generator Loss: 0.7877 Epoch 1/10... Discriminator Loss: 1.3667... Generator Loss: 0.7999 Epoch 1/10... Discriminator Loss: 1.3696... Generator Loss: 0.7737
Epoch 1/10... Discriminator Loss: 1.3679... Generator Loss: 0.7994 Epoch 1/10... Discriminator Loss: 1.3865... Generator Loss: 0.7775 Epoch 1/10... Discriminator Loss: 1.3601... Generator Loss: 0.7991 Epoch 1/10... Discriminator Loss: 1.3620... Generator Loss: 0.7916 Epoch 1/10... Discriminator Loss: 1.3717... Generator Loss: 0.7843 Epoch 1/10... Discriminator Loss: 1.3822... Generator Loss: 0.7796 Epoch 1/10... Discriminator Loss: 1.3773... Generator Loss: 0.7962 Epoch 1/10... Discriminator Loss: 1.3628... Generator Loss: 0.7736 Epoch 1/10... Discriminator Loss: 1.3736... Generator Loss: 0.8042 Epoch 1/10... Discriminator Loss: 1.3706... Generator Loss: 0.7826
Epoch 1/10... Discriminator Loss: 1.4032... Generator Loss: 0.7581 Epoch 1/10... Discriminator Loss: 1.3911... Generator Loss: 0.7711 Epoch 1/10... Discriminator Loss: 1.3859... Generator Loss: 0.8022 Epoch 1/10... Discriminator Loss: 1.3759... Generator Loss: 0.7742 Epoch 1/10... Discriminator Loss: 1.3461... Generator Loss: 0.8059 Epoch 1/10... Discriminator Loss: 1.3890... Generator Loss: 0.7730 Epoch 1/10... Discriminator Loss: 1.3376... Generator Loss: 0.7976 Epoch 1/10... Discriminator Loss: 1.3686... Generator Loss: 0.7686 Epoch 1/10... Discriminator Loss: 1.4175... Generator Loss: 0.7454 Epoch 1/10... Discriminator Loss: 1.3748... Generator Loss: 0.7649
Epoch 1/10... Discriminator Loss: 1.3292... Generator Loss: 0.7783 Epoch 1/10... Discriminator Loss: 1.3837... Generator Loss: 0.7649 Epoch 1/10... Discriminator Loss: 1.3556... Generator Loss: 0.7932 Epoch 1/10... Discriminator Loss: 1.3735... Generator Loss: 0.7836 Epoch 1/10... Discriminator Loss: 1.3598... Generator Loss: 0.8221 Epoch 1/10... Discriminator Loss: 1.3366... Generator Loss: 0.8038 Epoch 1/10... Discriminator Loss: 1.3554... Generator Loss: 0.7916 Epoch 1/10... Discriminator Loss: 1.3605... Generator Loss: 0.8116 Epoch 1/10... Discriminator Loss: 1.3668... Generator Loss: 0.8058 Epoch 1/10... Discriminator Loss: 1.3948... Generator Loss: 0.7755
Epoch 1/10... Discriminator Loss: 1.3450... Generator Loss: 0.7930 Epoch 1/10... Discriminator Loss: 1.3657... Generator Loss: 0.7838 Epoch 1/10... Discriminator Loss: 1.3942... Generator Loss: 0.7661 Epoch 1/10... Discriminator Loss: 1.3458... Generator Loss: 0.7821 Epoch 1/10... Discriminator Loss: 1.3885... Generator Loss: 0.7847 Epoch 1/10... Discriminator Loss: 1.3980... Generator Loss: 0.7859 Epoch 1/10... Discriminator Loss: 1.3745... Generator Loss: 0.7705 Epoch 1/10... Discriminator Loss: 1.3482... Generator Loss: 0.8087 Epoch 1/10... Discriminator Loss: 1.3756... Generator Loss: 0.7694 Epoch 1/10... Discriminator Loss: 1.3474... Generator Loss: 0.7672
Epoch 1/10... Discriminator Loss: 1.3770... Generator Loss: 0.7846 Epoch 1/10... Discriminator Loss: 1.3678... Generator Loss: 0.7754 Epoch 1/10... Discriminator Loss: 1.3814... Generator Loss: 0.7920 Epoch 1/10... Discriminator Loss: 1.3924... Generator Loss: 0.7710 Epoch 1/10... Discriminator Loss: 1.3800... Generator Loss: 0.7881 Epoch 1/10... Discriminator Loss: 1.3749... Generator Loss: 0.7787 Epoch 1/10... Discriminator Loss: 1.3881... Generator Loss: 0.7916 Epoch 1/10... Discriminator Loss: 1.3833... Generator Loss: 0.7648 Epoch 1/10... Discriminator Loss: 1.3936... Generator Loss: 0.7729 Epoch 1/10... Discriminator Loss: 1.3625... Generator Loss: 0.7868
Epoch 1/10... Discriminator Loss: 1.3680... Generator Loss: 0.7730 Epoch 1/10... Discriminator Loss: 1.3387... Generator Loss: 0.8079 Epoch 1/10... Discriminator Loss: 1.3505... Generator Loss: 0.8178 Epoch 1/10... Discriminator Loss: 1.3637... Generator Loss: 0.7513 Epoch 1/10... Discriminator Loss: 1.3309... Generator Loss: 0.8098 Epoch 1/10... Discriminator Loss: 1.3738... Generator Loss: 0.7745 Epoch 1/10... Discriminator Loss: 1.4134... Generator Loss: 0.7299 Epoch 1/10... Discriminator Loss: 1.3757... Generator Loss: 0.7739 Epoch 1/10... Discriminator Loss: 1.3891... Generator Loss: 0.7610 Epoch 1/10... Discriminator Loss: 1.4395... Generator Loss: 0.7445
Epoch 1/10... Discriminator Loss: 1.3445... Generator Loss: 0.7848 Epoch 1/10... Discriminator Loss: 1.3647... Generator Loss: 0.7542 Epoch 1/10... Discriminator Loss: 1.4178... Generator Loss: 0.7633 Epoch 1/10... Discriminator Loss: 1.3747... Generator Loss: 0.7520 Epoch 1/10... Discriminator Loss: 1.3842... Generator Loss: 0.7828 Epoch 1/10... Discriminator Loss: 1.3845... Generator Loss: 0.7803 Epoch 1/10... Discriminator Loss: 1.3665... Generator Loss: 0.7931 Epoch 1/10... Discriminator Loss: 1.4039... Generator Loss: 0.7647 Epoch 1/10... Discriminator Loss: 1.3887... Generator Loss: 0.7751 Epoch 1/10... Discriminator Loss: 1.3897... Generator Loss: 0.7636
Epoch 1/10... Discriminator Loss: 1.3617... Generator Loss: 0.7896 Epoch 1/10... Discriminator Loss: 1.4217... Generator Loss: 0.7441 Epoch 1/10... Discriminator Loss: 1.3795... Generator Loss: 0.7775 Epoch 1/10... Discriminator Loss: 1.3865... Generator Loss: 0.7718 Epoch 1/10... Discriminator Loss: 1.3788... Generator Loss: 0.7754 Epoch 1/10... Discriminator Loss: 1.3808... Generator Loss: 0.7848 Epoch 1/10... Discriminator Loss: 1.3909... Generator Loss: 0.7850 Epoch 1/10... Discriminator Loss: 1.3792... Generator Loss: 0.7699 Epoch 1/10... Discriminator Loss: 1.3983... Generator Loss: 0.7701 Epoch 1/10... Discriminator Loss: 1.3889... Generator Loss: 0.7733
Epoch 1/10... Discriminator Loss: 1.4192... Generator Loss: 0.7621 Epoch 1/10... Discriminator Loss: 1.3811... Generator Loss: 0.7828 Epoch 1/10... Discriminator Loss: 1.4007... Generator Loss: 0.7782 Epoch 1/10... Discriminator Loss: 1.3933... Generator Loss: 0.7747 Epoch 1/10... Discriminator Loss: 1.3739... Generator Loss: 0.7804 Epoch 1/10... Discriminator Loss: 1.3831... Generator Loss: 0.7867 Epoch 1/10... Discriminator Loss: 1.3736... Generator Loss: 0.7791 Epoch 1/10... Discriminator Loss: 1.3798... Generator Loss: 0.7893 Epoch 1/10... Discriminator Loss: 1.3822... Generator Loss: 0.7913 Epoch 1/10... Discriminator Loss: 1.3844... Generator Loss: 0.7811
Epoch 1/10... Discriminator Loss: 1.3868... Generator Loss: 0.7879 Epoch 1/10... Discriminator Loss: 1.3952... Generator Loss: 0.7795 Epoch 1/10... Discriminator Loss: 1.4096... Generator Loss: 0.7664 Epoch 1/10... Discriminator Loss: 1.3760... Generator Loss: 0.7859 Epoch 1/10... Discriminator Loss: 1.3820... Generator Loss: 0.7581 Epoch 1/10... Discriminator Loss: 1.3615... Generator Loss: 0.7827 Epoch 1/10... Discriminator Loss: 1.3897... Generator Loss: 0.7682 Epoch 1/10... Discriminator Loss: 1.3906... Generator Loss: 0.7736 Epoch 1/10... Discriminator Loss: 1.3751... Generator Loss: 0.7819 Epoch 1/10... Discriminator Loss: 1.4030... Generator Loss: 0.7693
Epoch 1/10... Discriminator Loss: 1.3838... Generator Loss: 0.7702 Epoch 1/10... Discriminator Loss: 1.3608... Generator Loss: 0.7920 Epoch 1/10... Discriminator Loss: 1.3625... Generator Loss: 0.7762 Epoch 1/10... Discriminator Loss: 1.3830... Generator Loss: 0.7713 Epoch 1/10... Discriminator Loss: 1.3870... Generator Loss: 0.7748 Epoch 1/10... Discriminator Loss: 1.3853... Generator Loss: 0.7799 Epoch 1/10... Discriminator Loss: 1.3661... Generator Loss: 0.7846 Epoch 1/10... Discriminator Loss: 1.4003... Generator Loss: 0.7723 Epoch 1/10... Discriminator Loss: 1.3888... Generator Loss: 0.7777 Epoch 1/10... Discriminator Loss: 1.3747... Generator Loss: 0.7774
Epoch 1/10... Discriminator Loss: 1.4092... Generator Loss: 0.7605 Epoch 1/10... Discriminator Loss: 1.3681... Generator Loss: 0.7918 Epoch 1/10... Discriminator Loss: 1.3984... Generator Loss: 0.7538 Epoch 1/10... Discriminator Loss: 1.3794... Generator Loss: 0.7840 Epoch 1/10... Discriminator Loss: 1.3957... Generator Loss: 0.7716 Epoch 1/10... Discriminator Loss: 1.4044... Generator Loss: 0.7810 Epoch 1/10... Discriminator Loss: 1.3914... Generator Loss: 0.7686 Epoch 1/10... Discriminator Loss: 1.4032... Generator Loss: 0.7682 Epoch 1/10... Discriminator Loss: 1.3395... Generator Loss: 0.8008 Epoch 1/10... Discriminator Loss: 1.3641... Generator Loss: 0.7910
Epoch 1/10... Discriminator Loss: 1.3642... Generator Loss: 0.7828 Epoch 1/10... Discriminator Loss: 1.3796... Generator Loss: 0.7794 Epoch 1/10... Discriminator Loss: 1.3934... Generator Loss: 0.7742 Epoch 1/10... Discriminator Loss: 1.3706... Generator Loss: 0.7837 Epoch 1/10... Discriminator Loss: 1.3805... Generator Loss: 0.7739 Epoch 1/10... Discriminator Loss: 1.3767... Generator Loss: 0.7828 Epoch 1/10... Discriminator Loss: 1.3798... Generator Loss: 0.7717 Epoch 1/10... Discriminator Loss: 1.3857... Generator Loss: 0.7813 Epoch 1/10... Discriminator Loss: 1.3709... Generator Loss: 0.7847 Epoch 1/10... Discriminator Loss: 1.3903... Generator Loss: 0.7680
Epoch 1/10... Discriminator Loss: 1.3922... Generator Loss: 0.7634 Epoch 1/10... Discriminator Loss: 1.3866... Generator Loss: 0.7784 Epoch 1/10... Discriminator Loss: 1.3875... Generator Loss: 0.7731 Epoch 1/10... Discriminator Loss: 1.3898... Generator Loss: 0.7830 Epoch 1/10... Discriminator Loss: 1.3739... Generator Loss: 0.7909 Epoch 1/10... Discriminator Loss: 1.3872... Generator Loss: 0.7682 Epoch 1/10... Discriminator Loss: 1.3873... Generator Loss: 0.7780 Epoch 1/10... Discriminator Loss: 1.3640... Generator Loss: 0.7939 Epoch 1/10... Discriminator Loss: 1.4038... Generator Loss: 0.7633 Epoch 1/10... Discriminator Loss: 1.3876... Generator Loss: 0.7720
Epoch 1/10... Discriminator Loss: 1.3834... Generator Loss: 0.7734 Epoch 1/10... Discriminator Loss: 1.3631... Generator Loss: 0.7966 Epoch 1/10... Discriminator Loss: 1.3830... Generator Loss: 0.7765 Epoch 1/10... Discriminator Loss: 1.3969... Generator Loss: 0.7771 Epoch 1/10... Discriminator Loss: 1.3801... Generator Loss: 0.7773 Epoch 1/10... Discriminator Loss: 1.4075... Generator Loss: 0.7573 Epoch 1/10... Discriminator Loss: 1.3954... Generator Loss: 0.7707 Epoch 1/10... Discriminator Loss: 1.3844... Generator Loss: 0.7638 Epoch 1/10... Discriminator Loss: 1.3947... Generator Loss: 0.7741 Epoch 1/10... Discriminator Loss: 1.4264... Generator Loss: 0.7346
Epoch 1/10... Discriminator Loss: 1.3696... Generator Loss: 0.7876 Epoch 1/10... Discriminator Loss: 1.3846... Generator Loss: 0.7666 Epoch 1/10... Discriminator Loss: 1.3956... Generator Loss: 0.7611 Epoch 1/10... Discriminator Loss: 1.3829... Generator Loss: 0.7838 Epoch 1/10... Discriminator Loss: 1.3759... Generator Loss: 0.7675 Epoch 1/10... Discriminator Loss: 1.3820... Generator Loss: 0.7795 Epoch 1/10... Discriminator Loss: 1.4201... Generator Loss: 0.7561 Epoch 1/10... Discriminator Loss: 1.3918... Generator Loss: 0.7711 Epoch 1/10... Discriminator Loss: 1.3904... Generator Loss: 0.7747 Epoch 1/10... Discriminator Loss: 1.3715... Generator Loss: 0.7824
Epoch 1/10... Discriminator Loss: 1.3694... Generator Loss: 0.7864 Epoch 1/10... Discriminator Loss: 1.3911... Generator Loss: 0.7783 Epoch 1/10... Discriminator Loss: 1.3849... Generator Loss: 0.7732 Epoch 1/10... Discriminator Loss: 1.3801... Generator Loss: 0.7765 Epoch 1/10... Discriminator Loss: 1.3816... Generator Loss: 0.7774 Epoch 1/10... Discriminator Loss: 1.3871... Generator Loss: 0.7707 Epoch 1/10... Discriminator Loss: 1.3684... Generator Loss: 0.7775 Epoch 1/10... Discriminator Loss: 1.3848... Generator Loss: 0.7852 Epoch 1/10... Discriminator Loss: 1.3745... Generator Loss: 0.7807 Epoch 1/10... Discriminator Loss: 1.4001... Generator Loss: 0.7703
Epoch 1/10... Discriminator Loss: 1.3916... Generator Loss: 0.7798 Epoch 1/10... Discriminator Loss: 1.3952... Generator Loss: 0.7637 Epoch 1/10... Discriminator Loss: 1.3773... Generator Loss: 0.7711 Epoch 1/10... Discriminator Loss: 1.3855... Generator Loss: 0.7776 Epoch 1/10... Discriminator Loss: 1.4080... Generator Loss: 0.7553 Epoch 1/10... Discriminator Loss: 1.3825... Generator Loss: 0.7703 Epoch 1/10... Discriminator Loss: 1.3949... Generator Loss: 0.7691 Epoch 1/10... Discriminator Loss: 1.3950... Generator Loss: 0.7660 Epoch 1/10... Discriminator Loss: 1.3851... Generator Loss: 0.7775 Epoch 1/10... Discriminator Loss: 1.4128... Generator Loss: 0.7576
Epoch 1/10... Discriminator Loss: 1.3955... Generator Loss: 0.7605 Epoch 1/10... Discriminator Loss: 1.3894... Generator Loss: 0.7793 Epoch 1/10... Discriminator Loss: 1.3826... Generator Loss: 0.7812 Epoch 1/10... Discriminator Loss: 1.3861... Generator Loss: 0.7780 Epoch 1/10... Discriminator Loss: 1.3852... Generator Loss: 0.7755 Epoch 1/10... Discriminator Loss: 1.3829... Generator Loss: 0.7676 Epoch 1/10... Discriminator Loss: 1.3874... Generator Loss: 0.7754 Epoch 1/10... Discriminator Loss: 1.3604... Generator Loss: 0.7836 Epoch 1/10... Discriminator Loss: 1.3877... Generator Loss: 0.7688 Epoch 1/10... Discriminator Loss: 1.3813... Generator Loss: 0.7718
Epoch 1/10... Discriminator Loss: 1.4000... Generator Loss: 0.7592 Epoch 1/10... Discriminator Loss: 1.4001... Generator Loss: 0.7682 Epoch 1/10... Discriminator Loss: 1.3931... Generator Loss: 0.7596 Epoch 1/10... Discriminator Loss: 1.3958... Generator Loss: 0.7624 Epoch 1/10... Discriminator Loss: 1.3423... Generator Loss: 0.8005 Epoch 1/10... Discriminator Loss: 1.4184... Generator Loss: 0.7539 Epoch 1/10... Discriminator Loss: 1.3940... Generator Loss: 0.7711 Epoch 1/10... Discriminator Loss: 1.3949... Generator Loss: 0.7659 Epoch 1/10... Discriminator Loss: 1.4127... Generator Loss: 0.7598 Epoch 1/10... Discriminator Loss: 1.3830... Generator Loss: 0.7785
Epoch 1/10... Discriminator Loss: 1.4297... Generator Loss: 0.7384 Epoch 1/10... Discriminator Loss: 1.3839... Generator Loss: 0.7712 Epoch 1/10... Discriminator Loss: 1.3959... Generator Loss: 0.7636 Epoch 1/10... Discriminator Loss: 1.3928... Generator Loss: 0.7713 Epoch 1/10... Discriminator Loss: 1.4037... Generator Loss: 0.7605 Epoch 1/10... Discriminator Loss: 1.4002... Generator Loss: 0.7658 Epoch 1/10... Discriminator Loss: 1.3796... Generator Loss: 0.7675 Epoch 1/10... Discriminator Loss: 1.3839... Generator Loss: 0.7723 Epoch 1/10... Discriminator Loss: 1.4258... Generator Loss: 0.7470 Epoch 1/10... Discriminator Loss: 1.3890... Generator Loss: 0.7729
Epoch 1/10... Discriminator Loss: 1.4237... Generator Loss: 0.7461 Epoch 1/10... Discriminator Loss: 1.3782... Generator Loss: 0.7925 Epoch 1/10... Discriminator Loss: 1.3932... Generator Loss: 0.7646 Epoch 1/10... Discriminator Loss: 1.3985... Generator Loss: 0.7716 Epoch 1/10... Discriminator Loss: 1.3892... Generator Loss: 0.7686 Epoch 1/10... Discriminator Loss: 1.3985... Generator Loss: 0.7620 Epoch 1/10... Discriminator Loss: 1.3909... Generator Loss: 0.7680 Epoch 1/10... Discriminator Loss: 1.3937... Generator Loss: 0.7740 Epoch 1/10... Discriminator Loss: 1.3721... Generator Loss: 0.7718 Epoch 1/10... Discriminator Loss: 1.3575... Generator Loss: 0.7698
Epoch 1/10... Discriminator Loss: 1.3867... Generator Loss: 0.7771 Epoch 1/10... Discriminator Loss: 1.4083... Generator Loss: 0.7765 Epoch 1/10... Discriminator Loss: 1.3853... Generator Loss: 0.7690 Epoch 1/10... Discriminator Loss: 1.3835... Generator Loss: 0.7759 Epoch 1/10... Discriminator Loss: 1.3986... Generator Loss: 0.7656 Epoch 1/10... Discriminator Loss: 1.3924... Generator Loss: 0.7690 Epoch 1/10... Discriminator Loss: 1.3990... Generator Loss: 0.7731 Epoch 1/10... Discriminator Loss: 1.3939... Generator Loss: 0.7653 Epoch 1/10... Discriminator Loss: 1.3698... Generator Loss: 0.7866 Epoch 1/10... Discriminator Loss: 1.3819... Generator Loss: 0.7772
Epoch 1/10... Discriminator Loss: 1.3854... Generator Loss: 0.7688 Epoch 1/10... Discriminator Loss: 1.3828... Generator Loss: 0.7820 Epoch 1/10... Discriminator Loss: 1.3783... Generator Loss: 0.7826 Epoch 1/10... Discriminator Loss: 1.4058... Generator Loss: 0.7800 Epoch 1/10... Discriminator Loss: 1.3915... Generator Loss: 0.7627 Epoch 1/10... Discriminator Loss: 1.4018... Generator Loss: 0.7707 Epoch 1/10... Discriminator Loss: 1.3925... Generator Loss: 0.7706 Epoch 1/10... Discriminator Loss: 1.3944... Generator Loss: 0.7678 Epoch 1/10... Discriminator Loss: 1.3829... Generator Loss: 0.7795 Epoch 1/10... Discriminator Loss: 1.3877... Generator Loss: 0.7697
Epoch 1/10... Discriminator Loss: 1.3896... Generator Loss: 0.7636 Epoch 1/10... Discriminator Loss: 1.4014... Generator Loss: 0.7687 Epoch 1/10... Discriminator Loss: 1.3771... Generator Loss: 0.7747 Epoch 1/10... Discriminator Loss: 1.3837... Generator Loss: 0.7703 Epoch 1/10... Discriminator Loss: 1.3958... Generator Loss: 0.7782 Epoch 1/10... Discriminator Loss: 1.3919... Generator Loss: 0.7750 Epoch 1/10... Discriminator Loss: 1.3977... Generator Loss: 0.7943 Epoch 1/10... Discriminator Loss: 1.3925... Generator Loss: 0.7656 Epoch 1/10... Discriminator Loss: 1.3892... Generator Loss: 0.7778 Epoch 1/10... Discriminator Loss: 1.4010... Generator Loss: 0.7614
Epoch 1/10... Discriminator Loss: 1.3892... Generator Loss: 0.7737 Epoch 1/10... Discriminator Loss: 1.3795... Generator Loss: 0.7818 Epoch 1/10... Discriminator Loss: 1.3958... Generator Loss: 0.7548 Epoch 1/10... Discriminator Loss: 1.3959... Generator Loss: 0.7667 Epoch 1/10... Discriminator Loss: 1.4045... Generator Loss: 0.7600 Epoch 1/10... Discriminator Loss: 1.3900... Generator Loss: 0.7798 Epoch 1/10... Discriminator Loss: 1.3879... Generator Loss: 0.7811 Epoch 1/10... Discriminator Loss: 1.3772... Generator Loss: 0.7800 Epoch 1/10... Discriminator Loss: 1.3973... Generator Loss: 0.7724 Epoch 1/10... Discriminator Loss: 1.3814... Generator Loss: 0.7960
Epoch 1/10... Discriminator Loss: 1.3961... Generator Loss: 0.7770 Epoch 1/10... Discriminator Loss: 1.3912... Generator Loss: 0.7748 Epoch 1/10... Discriminator Loss: 1.4085... Generator Loss: 0.7658 Epoch 1/10... Discriminator Loss: 1.3827... Generator Loss: 0.7754 Epoch 1/10... Discriminator Loss: 1.3910... Generator Loss: 0.7651 Epoch 1/10... Discriminator Loss: 1.3814... Generator Loss: 0.7751 Epoch 1/10... Discriminator Loss: 1.3868... Generator Loss: 0.7727 Epoch 1/10... Discriminator Loss: 1.3969... Generator Loss: 0.7598 Epoch 1/10... Discriminator Loss: 1.3961... Generator Loss: 0.7805 Epoch 1/10... Discriminator Loss: 1.3898... Generator Loss: 0.7743
Epoch 1/10... Discriminator Loss: 1.4018... Generator Loss: 0.7605 Epoch 1/10... Discriminator Loss: 1.3935... Generator Loss: 0.7694 Epoch 1/10... Discriminator Loss: 1.3716... Generator Loss: 0.7848 Epoch 1/10... Discriminator Loss: 1.3900... Generator Loss: 0.7685 Epoch 1/10... Discriminator Loss: 1.3880... Generator Loss: 0.7744 Epoch 1/10... Discriminator Loss: 1.3882... Generator Loss: 0.7810 Epoch 1/10... Discriminator Loss: 1.3798... Generator Loss: 0.7735 Epoch 1/10... Discriminator Loss: 1.3811... Generator Loss: 0.7804 Epoch 1/10... Discriminator Loss: 1.3971... Generator Loss: 0.7690 Epoch 1/10... Discriminator Loss: 1.3971... Generator Loss: 0.7717
Epoch 1/10... Discriminator Loss: 1.3952... Generator Loss: 0.7717 Epoch 1/10... Discriminator Loss: 1.3589... Generator Loss: 0.7888 Epoch 1/10... Discriminator Loss: 1.3988... Generator Loss: 0.7723 Epoch 1/10... Discriminator Loss: 1.3834... Generator Loss: 0.7690 Epoch 1/10... Discriminator Loss: 1.3843... Generator Loss: 0.7739 Epoch 1/10... Discriminator Loss: 1.3808... Generator Loss: 0.7812 Epoch 1/10... Discriminator Loss: 1.3835... Generator Loss: 0.7761 Epoch 1/10... Discriminator Loss: 1.3944... Generator Loss: 0.7698 Epoch 1/10... Discriminator Loss: 1.3945... Generator Loss: 0.7713 Epoch 1/10... Discriminator Loss: 1.4022... Generator Loss: 0.7572
Epoch 1/10... Discriminator Loss: 1.3813... Generator Loss: 0.7757 Epoch 1/10... Discriminator Loss: 1.3904... Generator Loss: 0.7638 Epoch 1/10... Discriminator Loss: 1.3933... Generator Loss: 0.7798 Epoch 1/10... Discriminator Loss: 1.3941... Generator Loss: 0.7722 Epoch 1/10... Discriminator Loss: 1.3823... Generator Loss: 0.7706 Epoch 1/10... Discriminator Loss: 1.3900... Generator Loss: 0.7712 Epoch 1/10... Discriminator Loss: 1.3980... Generator Loss: 0.7805 Epoch 1/10... Discriminator Loss: 1.4017... Generator Loss: 0.7605 Epoch 1/10... Discriminator Loss: 1.3865... Generator Loss: 0.7731 Epoch 1/10... Discriminator Loss: 1.4125... Generator Loss: 0.7478
Epoch 1/10... Discriminator Loss: 1.3972... Generator Loss: 0.7673 Epoch 1/10... Discriminator Loss: 1.3902... Generator Loss: 0.7671 Epoch 1/10... Discriminator Loss: 1.3990... Generator Loss: 0.7661 Epoch 1/10... Discriminator Loss: 1.3869... Generator Loss: 0.7593 Epoch 1/10... Discriminator Loss: 1.3915... Generator Loss: 0.7655 Epoch 1/10... Discriminator Loss: 1.4048... Generator Loss: 0.7799 Epoch 2/10... Discriminator Loss: 1.3805... Generator Loss: 0.7790 Epoch 2/10... Discriminator Loss: 1.4010... Generator Loss: 0.7650 Epoch 2/10... Discriminator Loss: 1.4061... Generator Loss: 0.7646 Epoch 2/10... Discriminator Loss: 1.4007... Generator Loss: 0.7655
Epoch 2/10... Discriminator Loss: 1.3849... Generator Loss: 0.7755 Epoch 2/10... Discriminator Loss: 1.3811... Generator Loss: 0.7756 Epoch 2/10... Discriminator Loss: 1.3900... Generator Loss: 0.7682 Epoch 2/10... Discriminator Loss: 1.4080... Generator Loss: 0.7454 Epoch 2/10... Discriminator Loss: 1.3972... Generator Loss: 0.7713 Epoch 2/10... Discriminator Loss: 1.3769... Generator Loss: 0.7859 Epoch 2/10... Discriminator Loss: 1.3770... Generator Loss: 0.7777 Epoch 2/10... Discriminator Loss: 1.3905... Generator Loss: 0.7698 Epoch 2/10... Discriminator Loss: 1.3828... Generator Loss: 0.7783 Epoch 2/10... Discriminator Loss: 1.3999... Generator Loss: 0.7616
Epoch 2/10... Discriminator Loss: 1.3894... Generator Loss: 0.7748 Epoch 2/10... Discriminator Loss: 1.4028... Generator Loss: 0.7660 Epoch 2/10... Discriminator Loss: 1.3986... Generator Loss: 0.7709 Epoch 2/10... Discriminator Loss: 1.3968... Generator Loss: 0.7666 Epoch 2/10... Discriminator Loss: 1.3842... Generator Loss: 0.7665 Epoch 2/10... Discriminator Loss: 1.3651... Generator Loss: 0.7934 Epoch 2/10... Discriminator Loss: 1.3527... Generator Loss: 0.7989 Epoch 2/10... Discriminator Loss: 1.4105... Generator Loss: 0.7486 Epoch 2/10... Discriminator Loss: 1.3807... Generator Loss: 0.7859 Epoch 2/10... Discriminator Loss: 1.4010... Generator Loss: 0.7652
Epoch 2/10... Discriminator Loss: 1.3801... Generator Loss: 0.7806 Epoch 2/10... Discriminator Loss: 1.3782... Generator Loss: 0.7801 Epoch 2/10... Discriminator Loss: 1.3787... Generator Loss: 0.7839 Epoch 2/10... Discriminator Loss: 1.3964... Generator Loss: 0.7697 Epoch 2/10... Discriminator Loss: 1.3906... Generator Loss: 0.7727 Epoch 2/10... Discriminator Loss: 1.3883... Generator Loss: 0.7709 Epoch 2/10... Discriminator Loss: 1.3843... Generator Loss: 0.7719 Epoch 2/10... Discriminator Loss: 1.3901... Generator Loss: 0.7777 Epoch 2/10... Discriminator Loss: 1.3774... Generator Loss: 0.7755 Epoch 2/10... Discriminator Loss: 1.3913... Generator Loss: 0.7658
Epoch 2/10... Discriminator Loss: 1.3877... Generator Loss: 0.7780 Epoch 2/10... Discriminator Loss: 1.3993... Generator Loss: 0.7659 Epoch 2/10... Discriminator Loss: 1.4099... Generator Loss: 0.7626 Epoch 2/10... Discriminator Loss: 1.3808... Generator Loss: 0.7858 Epoch 2/10... Discriminator Loss: 1.3871... Generator Loss: 0.7683 Epoch 2/10... Discriminator Loss: 1.4028... Generator Loss: 0.7643 Epoch 2/10... Discriminator Loss: 1.3935... Generator Loss: 0.7570 Epoch 2/10... Discriminator Loss: 1.3865... Generator Loss: 0.7683 Epoch 2/10... Discriminator Loss: 1.3862... Generator Loss: 0.7776 Epoch 2/10... Discriminator Loss: 1.3863... Generator Loss: 0.7683
Epoch 2/10... Discriminator Loss: 1.3870... Generator Loss: 0.7843 Epoch 2/10... Discriminator Loss: 1.3873... Generator Loss: 0.7651 Epoch 2/10... Discriminator Loss: 1.4142... Generator Loss: 0.7480 Epoch 2/10... Discriminator Loss: 1.3770... Generator Loss: 0.7858 Epoch 2/10... Discriminator Loss: 1.4006... Generator Loss: 0.7655 Epoch 2/10... Discriminator Loss: 1.3906... Generator Loss: 0.7657 Epoch 2/10... Discriminator Loss: 1.3907... Generator Loss: 0.7770 Epoch 2/10... Discriminator Loss: 1.3847... Generator Loss: 0.7787 Epoch 2/10... Discriminator Loss: 1.3781... Generator Loss: 0.7938 Epoch 2/10... Discriminator Loss: 1.3907... Generator Loss: 0.7731
Epoch 2/10... Discriminator Loss: 1.3931... Generator Loss: 0.7654 Epoch 2/10... Discriminator Loss: 1.4039... Generator Loss: 0.7745 Epoch 2/10... Discriminator Loss: 1.3784... Generator Loss: 0.7730 Epoch 2/10... Discriminator Loss: 1.3863... Generator Loss: 0.7787 Epoch 2/10... Discriminator Loss: 1.3844... Generator Loss: 0.7691 Epoch 2/10... Discriminator Loss: 1.4048... Generator Loss: 0.7554 Epoch 2/10... Discriminator Loss: 1.3878... Generator Loss: 0.7756 Epoch 2/10... Discriminator Loss: 1.4151... Generator Loss: 0.7458 Epoch 2/10... Discriminator Loss: 1.3907... Generator Loss: 0.7666 Epoch 2/10... Discriminator Loss: 1.3885... Generator Loss: 0.7794
Epoch 2/10... Discriminator Loss: 1.3855... Generator Loss: 0.8018 Epoch 2/10... Discriminator Loss: 1.3967... Generator Loss: 0.7655 Epoch 2/10... Discriminator Loss: 1.3765... Generator Loss: 0.7790 Epoch 2/10... Discriminator Loss: 1.3912... Generator Loss: 0.7739 Epoch 2/10... Discriminator Loss: 1.3758... Generator Loss: 0.7774 Epoch 2/10... Discriminator Loss: 1.3877... Generator Loss: 0.7773 Epoch 2/10... Discriminator Loss: 1.3888... Generator Loss: 0.7639 Epoch 2/10... Discriminator Loss: 1.3831... Generator Loss: 0.7706 Epoch 2/10... Discriminator Loss: 1.4047... Generator Loss: 0.7627 Epoch 2/10... Discriminator Loss: 1.3810... Generator Loss: 0.7733
Epoch 2/10... Discriminator Loss: 1.3791... Generator Loss: 0.7854 Epoch 2/10... Discriminator Loss: 1.3795... Generator Loss: 0.7723 Epoch 2/10... Discriminator Loss: 1.3816... Generator Loss: 0.7711 Epoch 2/10... Discriminator Loss: 1.3762... Generator Loss: 0.7709 Epoch 2/10... Discriminator Loss: 1.3718... Generator Loss: 0.7884 Epoch 2/10... Discriminator Loss: 1.3711... Generator Loss: 0.7939 Epoch 2/10... Discriminator Loss: 1.3923... Generator Loss: 0.7727 Epoch 2/10... Discriminator Loss: 1.4037... Generator Loss: 0.7518 Epoch 2/10... Discriminator Loss: 1.3933... Generator Loss: 0.7838 Epoch 2/10... Discriminator Loss: 1.3774... Generator Loss: 0.7825
Epoch 2/10... Discriminator Loss: 1.3983... Generator Loss: 0.7631 Epoch 2/10... Discriminator Loss: 1.3827... Generator Loss: 0.7769 Epoch 2/10... Discriminator Loss: 1.3683... Generator Loss: 0.7820 Epoch 2/10... Discriminator Loss: 1.3791... Generator Loss: 0.7811 Epoch 2/10... Discriminator Loss: 1.3936... Generator Loss: 0.7615 Epoch 2/10... Discriminator Loss: 1.3989... Generator Loss: 0.7708 Epoch 2/10... Discriminator Loss: 1.3819... Generator Loss: 0.7722 Epoch 2/10... Discriminator Loss: 1.3718... Generator Loss: 0.7833 Epoch 2/10... Discriminator Loss: 1.3811... Generator Loss: 0.7850 Epoch 2/10... Discriminator Loss: 1.3809... Generator Loss: 0.7744
Epoch 2/10... Discriminator Loss: 1.3904... Generator Loss: 0.7581 Epoch 2/10... Discriminator Loss: 1.3848... Generator Loss: 0.7679 Epoch 2/10... Discriminator Loss: 1.3845... Generator Loss: 0.7817 Epoch 2/10... Discriminator Loss: 1.3870... Generator Loss: 0.7771 Epoch 2/10... Discriminator Loss: 1.3827... Generator Loss: 0.7737 Epoch 2/10... Discriminator Loss: 1.3875... Generator Loss: 0.7711 Epoch 2/10... Discriminator Loss: 1.3716... Generator Loss: 0.7806 Epoch 2/10... Discriminator Loss: 1.3949... Generator Loss: 0.7712 Epoch 2/10... Discriminator Loss: 1.3990... Generator Loss: 0.7659 Epoch 2/10... Discriminator Loss: 1.3926... Generator Loss: 0.7727
Epoch 2/10... Discriminator Loss: 1.3804... Generator Loss: 0.7808 Epoch 2/10... Discriminator Loss: 1.3788... Generator Loss: 0.7697 Epoch 2/10... Discriminator Loss: 1.3807... Generator Loss: 0.7856 Epoch 2/10... Discriminator Loss: 1.3889... Generator Loss: 0.7783 Epoch 2/10... Discriminator Loss: 1.3820... Generator Loss: 0.7827 Epoch 2/10... Discriminator Loss: 1.3888... Generator Loss: 0.7722 Epoch 2/10... Discriminator Loss: 1.3811... Generator Loss: 0.7684 Epoch 2/10... Discriminator Loss: 1.3875... Generator Loss: 0.7618 Epoch 2/10... Discriminator Loss: 1.3913... Generator Loss: 0.7730 Epoch 2/10... Discriminator Loss: 1.3814... Generator Loss: 0.7657
Epoch 2/10... Discriminator Loss: 1.3807... Generator Loss: 0.7720 Epoch 2/10... Discriminator Loss: 1.3883... Generator Loss: 0.7752 Epoch 2/10... Discriminator Loss: 1.3961... Generator Loss: 0.7531 Epoch 2/10... Discriminator Loss: 1.3962... Generator Loss: 0.7579 Epoch 2/10... Discriminator Loss: 1.4330... Generator Loss: 0.7325 Epoch 2/10... Discriminator Loss: 1.3901... Generator Loss: 0.7687 Epoch 2/10... Discriminator Loss: 1.3877... Generator Loss: 0.7683 Epoch 2/10... Discriminator Loss: 1.3846... Generator Loss: 0.7658 Epoch 2/10... Discriminator Loss: 1.3962... Generator Loss: 0.7666 Epoch 2/10... Discriminator Loss: 1.4025... Generator Loss: 0.7826
Epoch 2/10... Discriminator Loss: 1.3895... Generator Loss: 0.7706 Epoch 2/10... Discriminator Loss: 1.3769... Generator Loss: 0.7900 Epoch 2/10... Discriminator Loss: 1.3791... Generator Loss: 0.7816 Epoch 2/10... Discriminator Loss: 1.4062... Generator Loss: 0.7618 Epoch 2/10... Discriminator Loss: 1.3794... Generator Loss: 0.7863 Epoch 2/10... Discriminator Loss: 1.3915... Generator Loss: 0.7806 Epoch 2/10... Discriminator Loss: 1.3681... Generator Loss: 0.7979 Epoch 2/10... Discriminator Loss: 1.3998... Generator Loss: 0.7676 Epoch 2/10... Discriminator Loss: 1.3950... Generator Loss: 0.7697 Epoch 2/10... Discriminator Loss: 1.3986... Generator Loss: 0.7602
Epoch 2/10... Discriminator Loss: 1.3938... Generator Loss: 0.7546 Epoch 2/10... Discriminator Loss: 1.3957... Generator Loss: 0.7725 Epoch 2/10... Discriminator Loss: 1.3974... Generator Loss: 0.7632 Epoch 2/10... Discriminator Loss: 1.3924... Generator Loss: 0.7677 Epoch 2/10... Discriminator Loss: 1.3939... Generator Loss: 0.7666 Epoch 2/10... Discriminator Loss: 1.3997... Generator Loss: 0.7628 Epoch 2/10... Discriminator Loss: 1.3995... Generator Loss: 0.7693 Epoch 2/10... Discriminator Loss: 1.3722... Generator Loss: 0.7887 Epoch 2/10... Discriminator Loss: 1.3911... Generator Loss: 0.7669 Epoch 2/10... Discriminator Loss: 1.3804... Generator Loss: 0.7715
Epoch 2/10... Discriminator Loss: 1.4161... Generator Loss: 0.7468 Epoch 2/10... Discriminator Loss: 1.3868... Generator Loss: 0.7889 Epoch 2/10... Discriminator Loss: 1.3936... Generator Loss: 0.7694 Epoch 2/10... Discriminator Loss: 1.3864... Generator Loss: 0.7688 Epoch 2/10... Discriminator Loss: 1.3866... Generator Loss: 0.7763 Epoch 2/10... Discriminator Loss: 1.3820... Generator Loss: 0.7830 Epoch 2/10... Discriminator Loss: 1.3763... Generator Loss: 0.7827 Epoch 2/10... Discriminator Loss: 1.3891... Generator Loss: 0.7796 Epoch 2/10... Discriminator Loss: 1.3975... Generator Loss: 0.7602 Epoch 2/10... Discriminator Loss: 1.3874... Generator Loss: 0.7800
Epoch 2/10... Discriminator Loss: 1.3835... Generator Loss: 0.7610 Epoch 2/10... Discriminator Loss: 1.3893... Generator Loss: 0.7730 Epoch 2/10... Discriminator Loss: 1.3857... Generator Loss: 0.7736 Epoch 2/10... Discriminator Loss: 1.3923... Generator Loss: 0.7783 Epoch 2/10... Discriminator Loss: 1.3954... Generator Loss: 0.7564 Epoch 2/10... Discriminator Loss: 1.3633... Generator Loss: 0.7817 Epoch 2/10... Discriminator Loss: 1.3792... Generator Loss: 0.7769 Epoch 2/10... Discriminator Loss: 1.3796... Generator Loss: 0.7723 Epoch 2/10... Discriminator Loss: 1.3784... Generator Loss: 0.7740 Epoch 2/10... Discriminator Loss: 1.4017... Generator Loss: 0.7651
Epoch 2/10... Discriminator Loss: 1.3887... Generator Loss: 0.7626 Epoch 2/10... Discriminator Loss: 1.3861... Generator Loss: 0.7651 Epoch 2/10... Discriminator Loss: 1.4091... Generator Loss: 0.7650 Epoch 2/10... Discriminator Loss: 1.3832... Generator Loss: 0.7723 Epoch 2/10... Discriminator Loss: 1.3709... Generator Loss: 0.7754 Epoch 2/10... Discriminator Loss: 1.3973... Generator Loss: 0.7662 Epoch 2/10... Discriminator Loss: 1.3785... Generator Loss: 0.7815 Epoch 2/10... Discriminator Loss: 1.3811... Generator Loss: 0.7815 Epoch 2/10... Discriminator Loss: 1.3879... Generator Loss: 0.7707 Epoch 2/10... Discriminator Loss: 1.3648... Generator Loss: 0.7830
Epoch 2/10... Discriminator Loss: 1.3852... Generator Loss: 0.7599 Epoch 2/10... Discriminator Loss: 1.3718... Generator Loss: 0.7823 Epoch 2/10... Discriminator Loss: 1.3749... Generator Loss: 0.7829 Epoch 2/10... Discriminator Loss: 1.3929... Generator Loss: 0.7613 Epoch 2/10... Discriminator Loss: 1.3916... Generator Loss: 0.7620 Epoch 2/10... Discriminator Loss: 1.3877... Generator Loss: 0.7691 Epoch 2/10... Discriminator Loss: 1.3849... Generator Loss: 0.7839 Epoch 2/10... Discriminator Loss: 1.3797... Generator Loss: 0.7963 Epoch 2/10... Discriminator Loss: 1.3801... Generator Loss: 0.7430 Epoch 2/10... Discriminator Loss: 1.3985... Generator Loss: 0.7821
Epoch 2/10... Discriminator Loss: 1.3753... Generator Loss: 0.7800 Epoch 2/10... Discriminator Loss: 1.3900... Generator Loss: 0.7797 Epoch 2/10... Discriminator Loss: 1.3747... Generator Loss: 0.7893 Epoch 2/10... Discriminator Loss: 1.4438... Generator Loss: 0.7723 Epoch 2/10... Discriminator Loss: 1.3777... Generator Loss: 0.7782 Epoch 2/10... Discriminator Loss: 1.3831... Generator Loss: 0.7786 Epoch 2/10... Discriminator Loss: 1.3764... Generator Loss: 0.7746 Epoch 2/10... Discriminator Loss: 1.3747... Generator Loss: 0.7803 Epoch 2/10... Discriminator Loss: 1.3648... Generator Loss: 0.7878 Epoch 2/10... Discriminator Loss: 1.3880... Generator Loss: 0.7643
Epoch 2/10... Discriminator Loss: 1.3900... Generator Loss: 0.7705 Epoch 2/10... Discriminator Loss: 1.3737... Generator Loss: 0.7786 Epoch 2/10... Discriminator Loss: 1.3769... Generator Loss: 0.7641 Epoch 2/10... Discriminator Loss: 1.4051... Generator Loss: 0.7661 Epoch 2/10... Discriminator Loss: 1.3810... Generator Loss: 0.7725 Epoch 2/10... Discriminator Loss: 1.3921... Generator Loss: 0.7596 Epoch 2/10... Discriminator Loss: 1.4055... Generator Loss: 0.7695 Epoch 2/10... Discriminator Loss: 1.3596... Generator Loss: 0.7964 Epoch 2/10... Discriminator Loss: 1.3731... Generator Loss: 0.7693 Epoch 2/10... Discriminator Loss: 1.3481... Generator Loss: 0.7874
Epoch 2/10... Discriminator Loss: 1.3773... Generator Loss: 0.8035 Epoch 2/10... Discriminator Loss: 1.3789... Generator Loss: 0.7849 Epoch 2/10... Discriminator Loss: 1.4003... Generator Loss: 0.7530 Epoch 2/10... Discriminator Loss: 1.3765... Generator Loss: 0.7860 Epoch 2/10... Discriminator Loss: 1.3785... Generator Loss: 0.7773 Epoch 2/10... Discriminator Loss: 1.3620... Generator Loss: 0.7887 Epoch 2/10... Discriminator Loss: 1.3539... Generator Loss: 0.8174 Epoch 2/10... Discriminator Loss: 1.3746... Generator Loss: 0.7633 Epoch 2/10... Discriminator Loss: 1.3563... Generator Loss: 0.7795 Epoch 2/10... Discriminator Loss: 1.3941... Generator Loss: 0.7484
Epoch 2/10... Discriminator Loss: 1.3769... Generator Loss: 0.7875 Epoch 2/10... Discriminator Loss: 1.3596... Generator Loss: 0.7858 Epoch 2/10... Discriminator Loss: 1.3665... Generator Loss: 0.7890 Epoch 2/10... Discriminator Loss: 1.3624... Generator Loss: 0.7821 Epoch 2/10... Discriminator Loss: 1.3831... Generator Loss: 0.7665 Epoch 2/10... Discriminator Loss: 1.3858... Generator Loss: 0.7503 Epoch 2/10... Discriminator Loss: 1.3637... Generator Loss: 0.8025 Epoch 2/10... Discriminator Loss: 1.3705... Generator Loss: 0.7820 Epoch 2/10... Discriminator Loss: 1.3924... Generator Loss: 0.7563 Epoch 2/10... Discriminator Loss: 1.3587... Generator Loss: 0.8070
Epoch 2/10... Discriminator Loss: 1.3920... Generator Loss: 0.7661 Epoch 2/10... Discriminator Loss: 1.3866... Generator Loss: 0.7629 Epoch 2/10... Discriminator Loss: 1.3386... Generator Loss: 0.8220 Epoch 2/10... Discriminator Loss: 1.3728... Generator Loss: 0.7667 Epoch 2/10... Discriminator Loss: 1.3796... Generator Loss: 0.7845 Epoch 2/10... Discriminator Loss: 1.3220... Generator Loss: 0.7788 Epoch 2/10... Discriminator Loss: 1.3568... Generator Loss: 0.7958 Epoch 2/10... Discriminator Loss: 1.3537... Generator Loss: 0.7878 Epoch 2/10... Discriminator Loss: 1.3735... Generator Loss: 0.7729 Epoch 2/10... Discriminator Loss: 1.3641... Generator Loss: 0.7851
Epoch 2/10... Discriminator Loss: 1.3530... Generator Loss: 0.7941 Epoch 2/10... Discriminator Loss: 1.3606... Generator Loss: 0.7743 Epoch 2/10... Discriminator Loss: 1.3838... Generator Loss: 0.7755 Epoch 2/10... Discriminator Loss: 1.3466... Generator Loss: 0.8091 Epoch 2/10... Discriminator Loss: 1.3671... Generator Loss: 0.7849 Epoch 2/10... Discriminator Loss: 1.3554... Generator Loss: 0.7930 Epoch 2/10... Discriminator Loss: 1.3778... Generator Loss: 0.7821 Epoch 2/10... Discriminator Loss: 1.3580... Generator Loss: 0.7881 Epoch 2/10... Discriminator Loss: 1.3928... Generator Loss: 0.7602 Epoch 2/10... Discriminator Loss: 1.3619... Generator Loss: 0.7738
Epoch 2/10... Discriminator Loss: 1.3800... Generator Loss: 0.7602 Epoch 2/10... Discriminator Loss: 1.3925... Generator Loss: 0.7517 Epoch 2/10... Discriminator Loss: 1.3670... Generator Loss: 0.7778 Epoch 2/10... Discriminator Loss: 1.3722... Generator Loss: 0.7816 Epoch 2/10... Discriminator Loss: 1.3701... Generator Loss: 0.7833 Epoch 2/10... Discriminator Loss: 1.3883... Generator Loss: 0.7613 Epoch 2/10... Discriminator Loss: 1.3830... Generator Loss: 0.7653 Epoch 2/10... Discriminator Loss: 1.3937... Generator Loss: 0.7822 Epoch 2/10... Discriminator Loss: 1.3804... Generator Loss: 0.7600 Epoch 2/10... Discriminator Loss: 1.4437... Generator Loss: 0.7863
Epoch 2/10... Discriminator Loss: 1.3569... Generator Loss: 0.7839 Epoch 2/10... Discriminator Loss: 1.3836... Generator Loss: 0.7776 Epoch 2/10... Discriminator Loss: 1.4327... Generator Loss: 0.7257 Epoch 2/10... Discriminator Loss: 1.3745... Generator Loss: 0.7519 Epoch 2/10... Discriminator Loss: 1.3550... Generator Loss: 0.7845 Epoch 2/10... Discriminator Loss: 1.3740... Generator Loss: 0.7905 Epoch 2/10... Discriminator Loss: 1.3690... Generator Loss: 0.7757 Epoch 2/10... Discriminator Loss: 1.3599... Generator Loss: 0.7692 Epoch 2/10... Discriminator Loss: 1.3882... Generator Loss: 0.7552 Epoch 2/10... Discriminator Loss: 1.3632... Generator Loss: 0.7779
Epoch 2/10... Discriminator Loss: 1.3594... Generator Loss: 0.7856 Epoch 2/10... Discriminator Loss: 1.3538... Generator Loss: 0.7989 Epoch 2/10... Discriminator Loss: 1.3652... Generator Loss: 0.7829 Epoch 2/10... Discriminator Loss: 1.3918... Generator Loss: 0.7697 Epoch 2/10... Discriminator Loss: 1.3684... Generator Loss: 0.7839 Epoch 2/10... Discriminator Loss: 1.3894... Generator Loss: 0.7515 Epoch 2/10... Discriminator Loss: 1.3636... Generator Loss: 0.7902 Epoch 2/10... Discriminator Loss: 1.4171... Generator Loss: 0.8073 Epoch 2/10... Discriminator Loss: 1.3962... Generator Loss: 0.7636 Epoch 2/10... Discriminator Loss: 1.3583... Generator Loss: 0.7804
Epoch 2/10... Discriminator Loss: 1.4033... Generator Loss: 0.7597 Epoch 2/10... Discriminator Loss: 1.4051... Generator Loss: 0.7608 Epoch 2/10... Discriminator Loss: 1.3848... Generator Loss: 0.7741 Epoch 2/10... Discriminator Loss: 1.3912... Generator Loss: 0.7541 Epoch 2/10... Discriminator Loss: 1.3498... Generator Loss: 0.7869 Epoch 2/10... Discriminator Loss: 1.3898... Generator Loss: 0.7950 Epoch 2/10... Discriminator Loss: 1.3335... Generator Loss: 0.8004 Epoch 2/10... Discriminator Loss: 1.3785... Generator Loss: 0.7599 Epoch 2/10... Discriminator Loss: 1.3703... Generator Loss: 0.7920 Epoch 2/10... Discriminator Loss: 1.4046... Generator Loss: 0.7574
Epoch 2/10... Discriminator Loss: 1.3844... Generator Loss: 0.7688 Epoch 2/10... Discriminator Loss: 1.3520... Generator Loss: 0.7849 Epoch 2/10... Discriminator Loss: 1.3916... Generator Loss: 0.7705 Epoch 2/10... Discriminator Loss: 1.3860... Generator Loss: 0.7781 Epoch 2/10... Discriminator Loss: 1.3397... Generator Loss: 0.7963 Epoch 2/10... Discriminator Loss: 1.3702... Generator Loss: 0.7608 Epoch 2/10... Discriminator Loss: 1.3687... Generator Loss: 0.7930 Epoch 2/10... Discriminator Loss: 1.3553... Generator Loss: 0.7888 Epoch 2/10... Discriminator Loss: 1.3631... Generator Loss: 0.7888 Epoch 2/10... Discriminator Loss: 1.3687... Generator Loss: 0.7772
Epoch 2/10... Discriminator Loss: 1.3935... Generator Loss: 0.7715 Epoch 2/10... Discriminator Loss: 1.3951... Generator Loss: 0.7822 Epoch 2/10... Discriminator Loss: 1.3509... Generator Loss: 0.7753 Epoch 2/10... Discriminator Loss: 1.3794... Generator Loss: 0.7614 Epoch 2/10... Discriminator Loss: 1.3526... Generator Loss: 0.7867 Epoch 2/10... Discriminator Loss: 1.4199... Generator Loss: 0.7604 Epoch 2/10... Discriminator Loss: 1.3502... Generator Loss: 0.7838 Epoch 2/10... Discriminator Loss: 1.3298... Generator Loss: 0.7785 Epoch 2/10... Discriminator Loss: 1.4388... Generator Loss: 0.8148 Epoch 2/10... Discriminator Loss: 1.3611... Generator Loss: 0.7595
Epoch 2/10... Discriminator Loss: 1.3605... Generator Loss: 0.7809 Epoch 2/10... Discriminator Loss: 1.3640... Generator Loss: 0.7653 Epoch 2/10... Discriminator Loss: 1.3916... Generator Loss: 0.7458 Epoch 2/10... Discriminator Loss: 1.3420... Generator Loss: 0.7716 Epoch 2/10... Discriminator Loss: 1.3512... Generator Loss: 0.7952 Epoch 2/10... Discriminator Loss: 1.3483... Generator Loss: 0.7764 Epoch 2/10... Discriminator Loss: 1.3452... Generator Loss: 0.7850 Epoch 2/10... Discriminator Loss: 1.3623... Generator Loss: 0.8028 Epoch 2/10... Discriminator Loss: 1.3582... Generator Loss: 0.8016 Epoch 2/10... Discriminator Loss: 1.3563... Generator Loss: 0.7840
Epoch 2/10... Discriminator Loss: 1.3407... Generator Loss: 0.8021 Epoch 2/10... Discriminator Loss: 1.3425... Generator Loss: 0.7927 Epoch 2/10... Discriminator Loss: 1.3571... Generator Loss: 0.8080 Epoch 3/10... Discriminator Loss: 1.3978... Generator Loss: 0.7712 Epoch 3/10... Discriminator Loss: 1.4071... Generator Loss: 0.7223 Epoch 3/10... Discriminator Loss: 1.3958... Generator Loss: 0.7499 Epoch 3/10... Discriminator Loss: 1.3800... Generator Loss: 0.7815 Epoch 3/10... Discriminator Loss: 1.4048... Generator Loss: 0.7472 Epoch 3/10... Discriminator Loss: 1.3544... Generator Loss: 0.7890 Epoch 3/10... Discriminator Loss: 1.3691... Generator Loss: 0.7653
Epoch 3/10... Discriminator Loss: 1.3746... Generator Loss: 0.7642 Epoch 3/10... Discriminator Loss: 1.3664... Generator Loss: 0.8015 Epoch 3/10... Discriminator Loss: 1.3648... Generator Loss: 0.7986 Epoch 3/10... Discriminator Loss: 1.3905... Generator Loss: 0.7513 Epoch 3/10... Discriminator Loss: 1.3610... Generator Loss: 0.7930 Epoch 3/10... Discriminator Loss: 1.3495... Generator Loss: 0.8158 Epoch 3/10... Discriminator Loss: 1.3961... Generator Loss: 0.7630 Epoch 3/10... Discriminator Loss: 1.3691... Generator Loss: 0.7795 Epoch 3/10... Discriminator Loss: 1.3681... Generator Loss: 0.7823 Epoch 3/10... Discriminator Loss: 1.3584... Generator Loss: 0.7609
Epoch 3/10... Discriminator Loss: 1.3708... Generator Loss: 0.7568 Epoch 3/10... Discriminator Loss: 1.3873... Generator Loss: 0.7575 Epoch 3/10... Discriminator Loss: 1.3819... Generator Loss: 0.7919 Epoch 3/10... Discriminator Loss: 1.3750... Generator Loss: 0.7654 Epoch 3/10... Discriminator Loss: 1.3248... Generator Loss: 0.7964 Epoch 3/10... Discriminator Loss: 1.3784... Generator Loss: 0.7969 Epoch 3/10... Discriminator Loss: 1.3647... Generator Loss: 0.7663 Epoch 3/10... Discriminator Loss: 1.3520... Generator Loss: 0.7884 Epoch 3/10... Discriminator Loss: 1.3583... Generator Loss: 0.7977 Epoch 3/10... Discriminator Loss: 1.3614... Generator Loss: 0.7767
Epoch 3/10... Discriminator Loss: 1.3426... Generator Loss: 0.7838 Epoch 3/10... Discriminator Loss: 1.4001... Generator Loss: 0.7607 Epoch 3/10... Discriminator Loss: 1.3928... Generator Loss: 0.7572 Epoch 3/10... Discriminator Loss: 1.3463... Generator Loss: 0.7779 Epoch 3/10... Discriminator Loss: 1.3390... Generator Loss: 0.8013 Epoch 3/10... Discriminator Loss: 1.3839... Generator Loss: 0.7901 Epoch 3/10... Discriminator Loss: 1.3500... Generator Loss: 0.7768 Epoch 3/10... Discriminator Loss: 1.3661... Generator Loss: 0.7625 Epoch 3/10... Discriminator Loss: 1.3783... Generator Loss: 0.7435 Epoch 3/10... Discriminator Loss: 1.3521... Generator Loss: 0.7560
Epoch 3/10... Discriminator Loss: 1.3282... Generator Loss: 0.8159 Epoch 3/10... Discriminator Loss: 1.3899... Generator Loss: 0.7455 Epoch 3/10... Discriminator Loss: 1.3715... Generator Loss: 0.7623 Epoch 3/10... Discriminator Loss: 1.3462... Generator Loss: 0.7869 Epoch 3/10... Discriminator Loss: 1.3540... Generator Loss: 0.7713 Epoch 3/10... Discriminator Loss: 1.3320... Generator Loss: 0.8042 Epoch 3/10... Discriminator Loss: 1.4033... Generator Loss: 0.7645 Epoch 3/10... Discriminator Loss: 1.3716... Generator Loss: 0.7729 Epoch 3/10... Discriminator Loss: 1.3747... Generator Loss: 0.7705 Epoch 3/10... Discriminator Loss: 1.3432... Generator Loss: 0.7867
Epoch 3/10... Discriminator Loss: 1.2849... Generator Loss: 0.8101 Epoch 3/10... Discriminator Loss: 1.3197... Generator Loss: 0.8020 Epoch 3/10... Discriminator Loss: 1.3499... Generator Loss: 0.7849 Epoch 3/10... Discriminator Loss: 1.3307... Generator Loss: 0.8071 Epoch 3/10... Discriminator Loss: 1.3427... Generator Loss: 0.7901 Epoch 3/10... Discriminator Loss: 1.3404... Generator Loss: 0.7832 Epoch 3/10... Discriminator Loss: 1.3680... Generator Loss: 0.7763 Epoch 3/10... Discriminator Loss: 1.3026... Generator Loss: 0.8148 Epoch 3/10... Discriminator Loss: 1.3969... Generator Loss: 0.7426 Epoch 3/10... Discriminator Loss: 1.3686... Generator Loss: 0.7867
Epoch 3/10... Discriminator Loss: 1.3837... Generator Loss: 0.7673 Epoch 3/10... Discriminator Loss: 1.3408... Generator Loss: 0.7655 Epoch 3/10... Discriminator Loss: 1.3124... Generator Loss: 0.8198 Epoch 3/10... Discriminator Loss: 1.3785... Generator Loss: 0.7463 Epoch 3/10... Discriminator Loss: 1.3261... Generator Loss: 0.8023 Epoch 3/10... Discriminator Loss: 1.3469... Generator Loss: 0.7959 Epoch 3/10... Discriminator Loss: 1.3239... Generator Loss: 0.7594 Epoch 3/10... Discriminator Loss: 1.3465... Generator Loss: 0.7725 Epoch 3/10... Discriminator Loss: 1.3096... Generator Loss: 0.7971 Epoch 3/10... Discriminator Loss: 1.3808... Generator Loss: 0.8007
Epoch 3/10... Discriminator Loss: 1.3720... Generator Loss: 0.7494 Epoch 3/10... Discriminator Loss: 1.3858... Generator Loss: 0.7283 Epoch 3/10... Discriminator Loss: 1.3705... Generator Loss: 0.7531 Epoch 3/10... Discriminator Loss: 1.3292... Generator Loss: 0.7836 Epoch 3/10... Discriminator Loss: 1.3557... Generator Loss: 0.7698 Epoch 3/10... Discriminator Loss: 1.3528... Generator Loss: 0.7838 Epoch 3/10... Discriminator Loss: 1.3181... Generator Loss: 0.7861 Epoch 3/10... Discriminator Loss: 1.3270... Generator Loss: 0.8003 Epoch 3/10... Discriminator Loss: 1.3524... Generator Loss: 0.7779 Epoch 3/10... Discriminator Loss: 1.3989... Generator Loss: 0.7499
Epoch 3/10... Discriminator Loss: 1.3516... Generator Loss: 0.8067 Epoch 3/10... Discriminator Loss: 1.3091... Generator Loss: 0.8062 Epoch 3/10... Discriminator Loss: 1.3635... Generator Loss: 0.7701 Epoch 3/10... Discriminator Loss: 1.2812... Generator Loss: 0.8683 Epoch 3/10... Discriminator Loss: 1.3627... Generator Loss: 0.7525 Epoch 3/10... Discriminator Loss: 1.3300... Generator Loss: 0.7926 Epoch 3/10... Discriminator Loss: 1.3285... Generator Loss: 0.7793 Epoch 3/10... Discriminator Loss: 1.3233... Generator Loss: 0.7737 Epoch 3/10... Discriminator Loss: 1.2941... Generator Loss: 0.8520 Epoch 3/10... Discriminator Loss: 1.3119... Generator Loss: 0.9102
Epoch 3/10... Discriminator Loss: 1.3086... Generator Loss: 0.8473 Epoch 3/10... Discriminator Loss: 1.3535... Generator Loss: 0.7946 Epoch 3/10... Discriminator Loss: 1.3801... Generator Loss: 0.7799 Epoch 3/10... Discriminator Loss: 1.3093... Generator Loss: 0.8334 Epoch 3/10... Discriminator Loss: 1.3347... Generator Loss: 0.7609 Epoch 3/10... Discriminator Loss: 1.3330... Generator Loss: 0.8228 Epoch 3/10... Discriminator Loss: 1.2779... Generator Loss: 0.8276 Epoch 3/10... Discriminator Loss: 1.3612... Generator Loss: 0.7298 Epoch 3/10... Discriminator Loss: 1.2578... Generator Loss: 0.8376 Epoch 3/10... Discriminator Loss: 1.3162... Generator Loss: 0.8248
Epoch 3/10... Discriminator Loss: 1.3788... Generator Loss: 0.7862 Epoch 3/10... Discriminator Loss: 1.3519... Generator Loss: 0.8140 Epoch 3/10... Discriminator Loss: 1.3587... Generator Loss: 0.7428 Epoch 3/10... Discriminator Loss: 1.2865... Generator Loss: 0.8000 Epoch 3/10... Discriminator Loss: 1.3858... Generator Loss: 0.7693 Epoch 3/10... Discriminator Loss: 1.3279... Generator Loss: 0.8221 Epoch 3/10... Discriminator Loss: 1.3581... Generator Loss: 0.8132 Epoch 3/10... Discriminator Loss: 1.2614... Generator Loss: 0.8155 Epoch 3/10... Discriminator Loss: 1.3547... Generator Loss: 0.7775 Epoch 3/10... Discriminator Loss: 1.3404... Generator Loss: 0.7832
Epoch 3/10... Discriminator Loss: 1.3072... Generator Loss: 0.8815 Epoch 3/10... Discriminator Loss: 1.3766... Generator Loss: 0.7404 Epoch 3/10... Discriminator Loss: 1.3220... Generator Loss: 0.7997 Epoch 3/10... Discriminator Loss: 1.3610... Generator Loss: 0.7597 Epoch 3/10... Discriminator Loss: 1.3348... Generator Loss: 0.8602 Epoch 3/10... Discriminator Loss: 1.2197... Generator Loss: 0.9156 Epoch 3/10... Discriminator Loss: 1.3082... Generator Loss: 0.8344 Epoch 3/10... Discriminator Loss: 1.2303... Generator Loss: 0.9289 Epoch 3/10... Discriminator Loss: 1.3202... Generator Loss: 0.7639 Epoch 3/10... Discriminator Loss: 1.3156... Generator Loss: 0.8390
Epoch 3/10... Discriminator Loss: 1.2623... Generator Loss: 0.8547 Epoch 3/10... Discriminator Loss: 1.3098... Generator Loss: 0.7745 Epoch 3/10... Discriminator Loss: 1.3237... Generator Loss: 0.8481 Epoch 3/10... Discriminator Loss: 1.3067... Generator Loss: 0.8397 Epoch 3/10... Discriminator Loss: 1.3194... Generator Loss: 0.7714 Epoch 3/10... Discriminator Loss: 1.3274... Generator Loss: 0.7564 Epoch 3/10... Discriminator Loss: 1.3415... Generator Loss: 0.8063 Epoch 3/10... Discriminator Loss: 1.3033... Generator Loss: 0.8502 Epoch 3/10... Discriminator Loss: 1.3260... Generator Loss: 0.8071 Epoch 3/10... Discriminator Loss: 1.3470... Generator Loss: 0.7835
Epoch 3/10... Discriminator Loss: 1.3273... Generator Loss: 0.8280 Epoch 3/10... Discriminator Loss: 1.1990... Generator Loss: 0.9314 Epoch 3/10... Discriminator Loss: 1.3124... Generator Loss: 0.7794 Epoch 3/10... Discriminator Loss: 1.2975... Generator Loss: 0.7981 Epoch 3/10... Discriminator Loss: 1.5525... Generator Loss: 0.8061 Epoch 3/10... Discriminator Loss: 1.3669... Generator Loss: 0.7446 Epoch 3/10... Discriminator Loss: 1.2617... Generator Loss: 0.8864 Epoch 3/10... Discriminator Loss: 1.3586... Generator Loss: 0.7751 Epoch 3/10... Discriminator Loss: 1.2398... Generator Loss: 0.8948 Epoch 3/10... Discriminator Loss: 1.3168... Generator Loss: 0.8335
Epoch 3/10... Discriminator Loss: 1.2170... Generator Loss: 0.9731 Epoch 3/10... Discriminator Loss: 1.3145... Generator Loss: 0.8686 Epoch 3/10... Discriminator Loss: 1.3033... Generator Loss: 0.7541 Epoch 3/10... Discriminator Loss: 1.3099... Generator Loss: 0.7845 Epoch 3/10... Discriminator Loss: 1.2755... Generator Loss: 0.8656 Epoch 3/10... Discriminator Loss: 1.2615... Generator Loss: 0.8511 Epoch 3/10... Discriminator Loss: 1.2832... Generator Loss: 0.8047 Epoch 3/10... Discriminator Loss: 1.2572... Generator Loss: 0.8477 Epoch 3/10... Discriminator Loss: 1.2918... Generator Loss: 0.7124 Epoch 3/10... Discriminator Loss: 1.3294... Generator Loss: 0.7800
Epoch 3/10... Discriminator Loss: 1.2560... Generator Loss: 0.8359 Epoch 3/10... Discriminator Loss: 1.3026... Generator Loss: 0.9212 Epoch 3/10... Discriminator Loss: 1.4333... Generator Loss: 0.8774 Epoch 3/10... Discriminator Loss: 1.3245... Generator Loss: 0.8376 Epoch 3/10... Discriminator Loss: 1.2758... Generator Loss: 0.8797 Epoch 3/10... Discriminator Loss: 1.2426... Generator Loss: 0.8798 Epoch 3/10... Discriminator Loss: 1.2962... Generator Loss: 0.8500 Epoch 3/10... Discriminator Loss: 1.2818... Generator Loss: 0.8152 Epoch 3/10... Discriminator Loss: 1.2401... Generator Loss: 0.8912 Epoch 3/10... Discriminator Loss: 1.3130... Generator Loss: 0.7600
Epoch 3/10... Discriminator Loss: 1.2681... Generator Loss: 0.8635 Epoch 3/10... Discriminator Loss: 1.1984... Generator Loss: 0.9097 Epoch 3/10... Discriminator Loss: 1.3443... Generator Loss: 0.6824 Epoch 3/10... Discriminator Loss: 1.2679... Generator Loss: 0.8166 Epoch 3/10... Discriminator Loss: 1.3369... Generator Loss: 0.7702 Epoch 3/10... Discriminator Loss: 1.3414... Generator Loss: 0.7258 Epoch 3/10... Discriminator Loss: 1.2793... Generator Loss: 0.7776 Epoch 3/10... Discriminator Loss: 1.2823... Generator Loss: 0.8183 Epoch 3/10... Discriminator Loss: 1.2463... Generator Loss: 0.8458 Epoch 3/10... Discriminator Loss: 1.3715... Generator Loss: 0.7596
Epoch 3/10... Discriminator Loss: 1.1678... Generator Loss: 0.9374 Epoch 3/10... Discriminator Loss: 1.1972... Generator Loss: 0.8724 Epoch 3/10... Discriminator Loss: 1.3430... Generator Loss: 0.7427 Epoch 3/10... Discriminator Loss: 1.2984... Generator Loss: 0.7754 Epoch 3/10... Discriminator Loss: 1.2629... Generator Loss: 0.8165 Epoch 3/10... Discriminator Loss: 1.2734... Generator Loss: 0.7494 Epoch 3/10... Discriminator Loss: 1.2615... Generator Loss: 0.8519 Epoch 3/10... Discriminator Loss: 1.2253... Generator Loss: 0.8679 Epoch 3/10... Discriminator Loss: 1.2811... Generator Loss: 0.7770 Epoch 3/10... Discriminator Loss: 1.1198... Generator Loss: 0.9671
Epoch 3/10... Discriminator Loss: 1.3537... Generator Loss: 0.7350 Epoch 3/10... Discriminator Loss: 1.3067... Generator Loss: 0.7837 Epoch 3/10... Discriminator Loss: 1.2069... Generator Loss: 0.8406 Epoch 3/10... Discriminator Loss: 1.3044... Generator Loss: 0.7936 Epoch 3/10... Discriminator Loss: 1.2851... Generator Loss: 0.7862 Epoch 3/10... Discriminator Loss: 1.2937... Generator Loss: 0.7976 Epoch 3/10... Discriminator Loss: 1.1747... Generator Loss: 0.9499 Epoch 3/10... Discriminator Loss: 1.2649... Generator Loss: 0.8617 Epoch 3/10... Discriminator Loss: 1.2276... Generator Loss: 0.8989 Epoch 3/10... Discriminator Loss: 1.2536... Generator Loss: 0.9643
Epoch 3/10... Discriminator Loss: 1.3361... Generator Loss: 0.7830 Epoch 3/10... Discriminator Loss: 1.2641... Generator Loss: 0.7969 Epoch 3/10... Discriminator Loss: 1.2384... Generator Loss: 0.8512 Epoch 3/10... Discriminator Loss: 1.2222... Generator Loss: 0.8229 Epoch 3/10... Discriminator Loss: 1.2938... Generator Loss: 0.8020 Epoch 3/10... Discriminator Loss: 1.4251... Generator Loss: 0.7896 Epoch 3/10... Discriminator Loss: 1.2284... Generator Loss: 0.9769 Epoch 3/10... Discriminator Loss: 1.3055... Generator Loss: 0.7921 Epoch 3/10... Discriminator Loss: 1.2717... Generator Loss: 0.9097 Epoch 3/10... Discriminator Loss: 1.2139... Generator Loss: 0.8455
Epoch 3/10... Discriminator Loss: 1.0850... Generator Loss: 0.9853 Epoch 3/10... Discriminator Loss: 1.3108... Generator Loss: 0.7774 Epoch 3/10... Discriminator Loss: 1.2762... Generator Loss: 0.8305 Epoch 3/10... Discriminator Loss: 1.2355... Generator Loss: 0.8812 Epoch 3/10... Discriminator Loss: 1.2371... Generator Loss: 0.8883 Epoch 3/10... Discriminator Loss: 1.2130... Generator Loss: 0.8801 Epoch 3/10... Discriminator Loss: 1.2946... Generator Loss: 0.8140 Epoch 3/10... Discriminator Loss: 1.1730... Generator Loss: 0.8602 Epoch 3/10... Discriminator Loss: 1.2428... Generator Loss: 0.8653 Epoch 3/10... Discriminator Loss: 1.2684... Generator Loss: 0.9054
Epoch 3/10... Discriminator Loss: 1.2133... Generator Loss: 0.9363 Epoch 3/10... Discriminator Loss: 1.2724... Generator Loss: 0.8734 Epoch 3/10... Discriminator Loss: 1.3006... Generator Loss: 0.7844 Epoch 3/10... Discriminator Loss: 1.1754... Generator Loss: 0.9533 Epoch 3/10... Discriminator Loss: 1.1713... Generator Loss: 0.9265 Epoch 3/10... Discriminator Loss: 1.3448... Generator Loss: 0.7599 Epoch 3/10... Discriminator Loss: 1.4186... Generator Loss: 0.9092 Epoch 3/10... Discriminator Loss: 1.2499... Generator Loss: 0.8472 Epoch 3/10... Discriminator Loss: 1.1808... Generator Loss: 1.0011 Epoch 3/10... Discriminator Loss: 1.2001... Generator Loss: 0.8449
Epoch 3/10... Discriminator Loss: 1.2607... Generator Loss: 0.8557 Epoch 3/10... Discriminator Loss: 1.2858... Generator Loss: 0.7478 Epoch 3/10... Discriminator Loss: 1.2550... Generator Loss: 0.8350 Epoch 3/10... Discriminator Loss: 1.2744... Generator Loss: 0.7798 Epoch 3/10... Discriminator Loss: 1.1426... Generator Loss: 0.9774 Epoch 3/10... Discriminator Loss: 1.2341... Generator Loss: 0.8165 Epoch 3/10... Discriminator Loss: 1.1627... Generator Loss: 0.9238 Epoch 3/10... Discriminator Loss: 1.2889... Generator Loss: 0.7952 Epoch 3/10... Discriminator Loss: 1.1522... Generator Loss: 0.9833 Epoch 3/10... Discriminator Loss: 1.2219... Generator Loss: 0.8334
Epoch 3/10... Discriminator Loss: 1.2630... Generator Loss: 0.8393 Epoch 3/10... Discriminator Loss: 1.1648... Generator Loss: 0.9536 Epoch 3/10... Discriminator Loss: 1.2560... Generator Loss: 0.8629 Epoch 3/10... Discriminator Loss: 1.3384... Generator Loss: 0.7829 Epoch 3/10... Discriminator Loss: 1.2634... Generator Loss: 0.8610 Epoch 3/10... Discriminator Loss: 1.3303... Generator Loss: 0.8116 Epoch 3/10... Discriminator Loss: 1.2475... Generator Loss: 0.9182 Epoch 3/10... Discriminator Loss: 1.2520... Generator Loss: 0.7898 Epoch 3/10... Discriminator Loss: 1.1649... Generator Loss: 1.0490 Epoch 3/10... Discriminator Loss: 1.2547... Generator Loss: 0.8418
Epoch 3/10... Discriminator Loss: 1.2119... Generator Loss: 0.8944 Epoch 3/10... Discriminator Loss: 1.2044... Generator Loss: 0.8583 Epoch 3/10... Discriminator Loss: 2.1116... Generator Loss: 1.1617 Epoch 3/10... Discriminator Loss: 1.3153... Generator Loss: 0.7859 Epoch 3/10... Discriminator Loss: 1.1855... Generator Loss: 0.9808 Epoch 3/10... Discriminator Loss: 1.1556... Generator Loss: 0.9083 Epoch 3/10... Discriminator Loss: 1.3703... Generator Loss: 1.0067 Epoch 3/10... Discriminator Loss: 1.2751... Generator Loss: 0.8460 Epoch 3/10... Discriminator Loss: 1.2154... Generator Loss: 0.8064 Epoch 3/10... Discriminator Loss: 1.2541... Generator Loss: 0.8236
Epoch 3/10... Discriminator Loss: 1.3461... Generator Loss: 0.7744 Epoch 3/10... Discriminator Loss: 1.2030... Generator Loss: 0.9122 Epoch 3/10... Discriminator Loss: 1.2020... Generator Loss: 0.9409 Epoch 3/10... Discriminator Loss: 1.1596... Generator Loss: 0.9115 Epoch 3/10... Discriminator Loss: 1.2876... Generator Loss: 0.8011 Epoch 3/10... Discriminator Loss: 1.2460... Generator Loss: 0.8036 Epoch 3/10... Discriminator Loss: 1.1626... Generator Loss: 0.9469 Epoch 3/10... Discriminator Loss: 1.3075... Generator Loss: 0.7822 Epoch 3/10... Discriminator Loss: 1.2816... Generator Loss: 0.8978 Epoch 3/10... Discriminator Loss: 1.3910... Generator Loss: 0.8740
Epoch 3/10... Discriminator Loss: 1.2388... Generator Loss: 0.8892 Epoch 3/10... Discriminator Loss: 1.2738... Generator Loss: 0.7993 Epoch 3/10... Discriminator Loss: 1.3144... Generator Loss: 0.8597 Epoch 3/10... Discriminator Loss: 1.2887... Generator Loss: 0.7927 Epoch 3/10... Discriminator Loss: 1.3492... Generator Loss: 0.7706 Epoch 3/10... Discriminator Loss: 1.1630... Generator Loss: 0.8737 Epoch 3/10... Discriminator Loss: 1.3707... Generator Loss: 0.7778 Epoch 3/10... Discriminator Loss: 1.2385... Generator Loss: 0.8537 Epoch 3/10... Discriminator Loss: 1.2242... Generator Loss: 0.9162 Epoch 3/10... Discriminator Loss: 1.2254... Generator Loss: 0.8891
Epoch 3/10... Discriminator Loss: 1.2529... Generator Loss: 0.8298 Epoch 3/10... Discriminator Loss: 1.1725... Generator Loss: 0.9913 Epoch 3/10... Discriminator Loss: 1.3021... Generator Loss: 0.7577 Epoch 3/10... Discriminator Loss: 1.1049... Generator Loss: 0.9501 Epoch 3/10... Discriminator Loss: 1.2725... Generator Loss: 0.8667 Epoch 3/10... Discriminator Loss: 1.3569... Generator Loss: 0.7063 Epoch 3/10... Discriminator Loss: 1.2385... Generator Loss: 0.8682 Epoch 3/10... Discriminator Loss: 1.3953... Generator Loss: 0.6470 Epoch 3/10... Discriminator Loss: 1.3355... Generator Loss: 0.7898 Epoch 3/10... Discriminator Loss: 1.2826... Generator Loss: 0.8361
Epoch 3/10... Discriminator Loss: 1.1822... Generator Loss: 0.9100 Epoch 3/10... Discriminator Loss: 1.2214... Generator Loss: 0.9005 Epoch 3/10... Discriminator Loss: 1.2669... Generator Loss: 0.8061 Epoch 3/10... Discriminator Loss: 1.3402... Generator Loss: 0.7771 Epoch 3/10... Discriminator Loss: 1.2733... Generator Loss: 0.8398 Epoch 3/10... Discriminator Loss: 1.1825... Generator Loss: 0.8734 Epoch 3/10... Discriminator Loss: 1.3646... Generator Loss: 0.7548 Epoch 3/10... Discriminator Loss: 1.2694... Generator Loss: 0.8493 Epoch 3/10... Discriminator Loss: 1.2871... Generator Loss: 0.7647 Epoch 3/10... Discriminator Loss: 1.1269... Generator Loss: 0.9740
Epoch 3/10... Discriminator Loss: 1.2389... Generator Loss: 0.8782 Epoch 3/10... Discriminator Loss: 1.3215... Generator Loss: 0.7991 Epoch 3/10... Discriminator Loss: 1.2445... Generator Loss: 0.8037 Epoch 3/10... Discriminator Loss: 1.2875... Generator Loss: 0.7690 Epoch 3/10... Discriminator Loss: 1.3271... Generator Loss: 0.7373 Epoch 3/10... Discriminator Loss: 1.3593... Generator Loss: 0.7535 Epoch 3/10... Discriminator Loss: 1.2256... Generator Loss: 0.8949 Epoch 3/10... Discriminator Loss: 1.1525... Generator Loss: 0.9050 Epoch 3/10... Discriminator Loss: 1.3076... Generator Loss: 0.7729 Epoch 3/10... Discriminator Loss: 1.4864... Generator Loss: 0.7541
Epoch 3/10... Discriminator Loss: 1.2882... Generator Loss: 0.7656 Epoch 3/10... Discriminator Loss: 1.2023... Generator Loss: 0.9353 Epoch 3/10... Discriminator Loss: 1.2790... Generator Loss: 0.8199 Epoch 3/10... Discriminator Loss: 1.3158... Generator Loss: 0.7854 Epoch 3/10... Discriminator Loss: 1.3328... Generator Loss: 0.8410 Epoch 3/10... Discriminator Loss: 1.3271... Generator Loss: 0.7524 Epoch 3/10... Discriminator Loss: 1.3121... Generator Loss: 0.8203 Epoch 3/10... Discriminator Loss: 1.1912... Generator Loss: 0.8353 Epoch 3/10... Discriminator Loss: 1.4851... Generator Loss: 0.6899 Epoch 3/10... Discriminator Loss: 1.3914... Generator Loss: 0.6650
Epoch 3/10... Discriminator Loss: 1.2551... Generator Loss: 0.8127 Epoch 3/10... Discriminator Loss: 1.2663... Generator Loss: 0.7985 Epoch 3/10... Discriminator Loss: 1.2969... Generator Loss: 0.7873 Epoch 3/10... Discriminator Loss: 1.2753... Generator Loss: 0.8372 Epoch 3/10... Discriminator Loss: 1.2774... Generator Loss: 0.8013 Epoch 3/10... Discriminator Loss: 1.1490... Generator Loss: 0.9218 Epoch 3/10... Discriminator Loss: 1.2915... Generator Loss: 0.7862 Epoch 3/10... Discriminator Loss: 1.2058... Generator Loss: 0.9170 Epoch 3/10... Discriminator Loss: 1.2419... Generator Loss: 0.8551 Epoch 4/10... Discriminator Loss: 1.2091... Generator Loss: 0.8482
Epoch 4/10... Discriminator Loss: 1.2399... Generator Loss: 0.8099 Epoch 4/10... Discriminator Loss: 1.3548... Generator Loss: 0.7397 Epoch 4/10... Discriminator Loss: 1.3359... Generator Loss: 0.7225 Epoch 4/10... Discriminator Loss: 1.2566... Generator Loss: 0.8287 Epoch 4/10... Discriminator Loss: 1.2551... Generator Loss: 0.8325 Epoch 4/10... Discriminator Loss: 1.2312... Generator Loss: 0.8694 Epoch 4/10... Discriminator Loss: 1.2836... Generator Loss: 0.8633 Epoch 4/10... Discriminator Loss: 1.3397... Generator Loss: 0.8067 Epoch 4/10... Discriminator Loss: 1.2849... Generator Loss: 0.7361 Epoch 4/10... Discriminator Loss: 1.2163... Generator Loss: 0.8276
Epoch 4/10... Discriminator Loss: 1.2858... Generator Loss: 0.7559 Epoch 4/10... Discriminator Loss: 1.1775... Generator Loss: 0.8640 Epoch 4/10... Discriminator Loss: 1.2578... Generator Loss: 0.9236 Epoch 4/10... Discriminator Loss: 1.2288... Generator Loss: 0.9320 Epoch 4/10... Discriminator Loss: 1.2093... Generator Loss: 0.9273 Epoch 4/10... Discriminator Loss: 1.2123... Generator Loss: 0.8853 Epoch 4/10... Discriminator Loss: 1.3326... Generator Loss: 0.7341 Epoch 4/10... Discriminator Loss: 1.2339... Generator Loss: 0.7968 Epoch 4/10... Discriminator Loss: 1.2289... Generator Loss: 0.8276 Epoch 4/10... Discriminator Loss: 1.3379... Generator Loss: 0.7602
Epoch 4/10... Discriminator Loss: 1.2389... Generator Loss: 0.8602 Epoch 4/10... Discriminator Loss: 1.2131... Generator Loss: 0.8264 Epoch 4/10... Discriminator Loss: 1.4037... Generator Loss: 0.7881 Epoch 4/10... Discriminator Loss: 1.1854... Generator Loss: 0.9185 Epoch 4/10... Discriminator Loss: 1.3412... Generator Loss: 0.6802 Epoch 4/10... Discriminator Loss: 1.2482... Generator Loss: 0.9034 Epoch 4/10... Discriminator Loss: 1.2099... Generator Loss: 0.9078 Epoch 4/10... Discriminator Loss: 1.1257... Generator Loss: 0.8900 Epoch 4/10... Discriminator Loss: 1.2824... Generator Loss: 0.9003 Epoch 4/10... Discriminator Loss: 1.2526... Generator Loss: 0.8250
Epoch 4/10... Discriminator Loss: 1.1699... Generator Loss: 0.9495 Epoch 4/10... Discriminator Loss: 1.3124... Generator Loss: 0.7204 Epoch 4/10... Discriminator Loss: 1.1678... Generator Loss: 0.8998 Epoch 4/10... Discriminator Loss: 1.2255... Generator Loss: 0.9016 Epoch 4/10... Discriminator Loss: 1.2793... Generator Loss: 0.7894 Epoch 4/10... Discriminator Loss: 1.3042... Generator Loss: 0.7705 Epoch 4/10... Discriminator Loss: 1.2503... Generator Loss: 0.8837 Epoch 4/10... Discriminator Loss: 1.1773... Generator Loss: 0.8208 Epoch 4/10... Discriminator Loss: 1.2042... Generator Loss: 0.9018 Epoch 4/10... Discriminator Loss: 1.2438... Generator Loss: 0.8800
Epoch 4/10... Discriminator Loss: 1.2149... Generator Loss: 0.8511 Epoch 4/10... Discriminator Loss: 1.2629... Generator Loss: 0.8102 Epoch 4/10... Discriminator Loss: 1.1415... Generator Loss: 1.0225 Epoch 4/10... Discriminator Loss: 1.1856... Generator Loss: 0.9816 Epoch 4/10... Discriminator Loss: 1.1617... Generator Loss: 0.9028 Epoch 4/10... Discriminator Loss: 1.2792... Generator Loss: 0.8290 Epoch 4/10... Discriminator Loss: 1.2852... Generator Loss: 0.7802 Epoch 4/10... Discriminator Loss: 1.2830... Generator Loss: 0.7996 Epoch 4/10... Discriminator Loss: 1.3766... Generator Loss: 0.7413 Epoch 4/10... Discriminator Loss: 1.2604... Generator Loss: 0.8131
Epoch 4/10... Discriminator Loss: 1.3271... Generator Loss: 0.7952 Epoch 4/10... Discriminator Loss: 1.2144... Generator Loss: 0.8294 Epoch 4/10... Discriminator Loss: 1.1629... Generator Loss: 0.9313 Epoch 4/10... Discriminator Loss: 1.2164... Generator Loss: 0.8068 Epoch 4/10... Discriminator Loss: 1.3017... Generator Loss: 0.7936 Epoch 4/10... Discriminator Loss: 1.2390... Generator Loss: 0.8045 Epoch 4/10... Discriminator Loss: 1.3264... Generator Loss: 0.7901 Epoch 4/10... Discriminator Loss: 1.1400... Generator Loss: 0.9709 Epoch 4/10... Discriminator Loss: 1.2378... Generator Loss: 0.8666 Epoch 4/10... Discriminator Loss: 1.3547... Generator Loss: 0.7965
Epoch 4/10... Discriminator Loss: 1.2137... Generator Loss: 0.9235 Epoch 4/10... Discriminator Loss: 1.1710... Generator Loss: 0.9033 Epoch 4/10... Discriminator Loss: 1.2162... Generator Loss: 0.8918 Epoch 4/10... Discriminator Loss: 1.3135... Generator Loss: 0.8012 Epoch 4/10... Discriminator Loss: 1.1537... Generator Loss: 0.8715 Epoch 4/10... Discriminator Loss: 1.3543... Generator Loss: 0.7894 Epoch 4/10... Discriminator Loss: 1.1722... Generator Loss: 0.8868 Epoch 4/10... Discriminator Loss: 1.1848... Generator Loss: 0.8442 Epoch 4/10... Discriminator Loss: 1.2787... Generator Loss: 0.8117 Epoch 4/10... Discriminator Loss: 1.1459... Generator Loss: 0.9860
Epoch 4/10... Discriminator Loss: 1.2058... Generator Loss: 0.8612 Epoch 4/10... Discriminator Loss: 1.2336... Generator Loss: 0.8809 Epoch 4/10... Discriminator Loss: 1.2144... Generator Loss: 0.8545 Epoch 4/10... Discriminator Loss: 1.2128... Generator Loss: 0.8238 Epoch 4/10... Discriminator Loss: 1.2159... Generator Loss: 0.8529 Epoch 4/10... Discriminator Loss: 1.1388... Generator Loss: 1.0066 Epoch 4/10... Discriminator Loss: 1.1646... Generator Loss: 0.9334 Epoch 4/10... Discriminator Loss: 1.2081... Generator Loss: 0.8752 Epoch 4/10... Discriminator Loss: 1.2045... Generator Loss: 0.8341 Epoch 4/10... Discriminator Loss: 1.2983... Generator Loss: 0.7726
Epoch 4/10... Discriminator Loss: 1.2447... Generator Loss: 0.7840 Epoch 4/10... Discriminator Loss: 1.2466... Generator Loss: 0.9925 Epoch 4/10... Discriminator Loss: 3.1921... Generator Loss: 0.9897 Epoch 4/10... Discriminator Loss: 1.3965... Generator Loss: 0.7885 Epoch 4/10... Discriminator Loss: 1.8637... Generator Loss: 0.9745 Epoch 4/10... Discriminator Loss: 1.2794... Generator Loss: 0.8217 Epoch 4/10... Discriminator Loss: 1.3164... Generator Loss: 0.7362 Epoch 4/10... Discriminator Loss: 1.2718... Generator Loss: 0.8824 Epoch 4/10... Discriminator Loss: 1.2611... Generator Loss: 0.8326 Epoch 4/10... Discriminator Loss: 1.2543... Generator Loss: 0.8174
Epoch 4/10... Discriminator Loss: 1.2657... Generator Loss: 0.8613 Epoch 4/10... Discriminator Loss: 1.1868... Generator Loss: 0.8852 Epoch 4/10... Discriminator Loss: 1.2605... Generator Loss: 0.7874 Epoch 4/10... Discriminator Loss: 1.3158... Generator Loss: 0.7368 Epoch 4/10... Discriminator Loss: 1.3643... Generator Loss: 0.7215 Epoch 4/10... Discriminator Loss: 1.2179... Generator Loss: 0.8714 Epoch 4/10... Discriminator Loss: 1.2835... Generator Loss: 0.7722 Epoch 4/10... Discriminator Loss: 1.2828... Generator Loss: 0.7661 Epoch 4/10... Discriminator Loss: 1.2886... Generator Loss: 0.7966 Epoch 4/10... Discriminator Loss: 1.1736... Generator Loss: 0.8521
Epoch 4/10... Discriminator Loss: 1.3994... Generator Loss: 0.7304 Epoch 4/10... Discriminator Loss: 1.2296... Generator Loss: 0.8281 Epoch 4/10... Discriminator Loss: 1.1708... Generator Loss: 0.9651 Epoch 4/10... Discriminator Loss: 1.2605... Generator Loss: 0.8062 Epoch 4/10... Discriminator Loss: 1.2190... Generator Loss: 0.8830 Epoch 4/10... Discriminator Loss: 1.1917... Generator Loss: 0.8456 Epoch 4/10... Discriminator Loss: 1.2881... Generator Loss: 0.8423 Epoch 4/10... Discriminator Loss: 1.1358... Generator Loss: 0.8687 Epoch 4/10... Discriminator Loss: 1.2814... Generator Loss: 0.8127 Epoch 4/10... Discriminator Loss: 1.1035... Generator Loss: 1.0640
Epoch 4/10... Discriminator Loss: 1.2150... Generator Loss: 0.8149 Epoch 4/10... Discriminator Loss: 1.2612... Generator Loss: 0.8305 Epoch 4/10... Discriminator Loss: 1.1184... Generator Loss: 0.9825 Epoch 4/10... Discriminator Loss: 1.3103... Generator Loss: 0.7750 Epoch 4/10... Discriminator Loss: 1.2228... Generator Loss: 0.8809 Epoch 4/10... Discriminator Loss: 1.2181... Generator Loss: 0.8288 Epoch 4/10... Discriminator Loss: 1.1970... Generator Loss: 0.8296 Epoch 4/10... Discriminator Loss: 1.1935... Generator Loss: 0.8846 Epoch 4/10... Discriminator Loss: 1.1847... Generator Loss: 0.9147 Epoch 4/10... Discriminator Loss: 1.2014... Generator Loss: 0.8741
Epoch 4/10... Discriminator Loss: 1.1440... Generator Loss: 0.9553 Epoch 4/10... Discriminator Loss: 1.2974... Generator Loss: 0.7376 Epoch 4/10... Discriminator Loss: 1.2585... Generator Loss: 0.8399 Epoch 4/10... Discriminator Loss: 1.1868... Generator Loss: 0.8660 Epoch 4/10... Discriminator Loss: 1.3625... Generator Loss: 0.7342 Epoch 4/10... Discriminator Loss: 1.1001... Generator Loss: 0.9885 Epoch 4/10... Discriminator Loss: 1.2441... Generator Loss: 0.8985 Epoch 4/10... Discriminator Loss: 1.4337... Generator Loss: 0.6643 Epoch 4/10... Discriminator Loss: 1.0127... Generator Loss: 1.2612 Epoch 4/10... Discriminator Loss: 1.2618... Generator Loss: 0.8171
Epoch 4/10... Discriminator Loss: 1.2188... Generator Loss: 0.8727 Epoch 4/10... Discriminator Loss: 1.2655... Generator Loss: 0.7100 Epoch 4/10... Discriminator Loss: 1.2128... Generator Loss: 0.9167 Epoch 4/10... Discriminator Loss: 1.2453... Generator Loss: 0.8026 Epoch 4/10... Discriminator Loss: 1.2462... Generator Loss: 0.8463 Epoch 4/10... Discriminator Loss: 1.1957... Generator Loss: 0.8387 Epoch 4/10... Discriminator Loss: 1.2491... Generator Loss: 0.8976 Epoch 4/10... Discriminator Loss: 1.2022... Generator Loss: 0.9406 Epoch 4/10... Discriminator Loss: 1.2333... Generator Loss: 0.8509 Epoch 4/10... Discriminator Loss: 1.3540... Generator Loss: 0.7386
Epoch 4/10... Discriminator Loss: 1.1740... Generator Loss: 0.8593 Epoch 4/10... Discriminator Loss: 1.3127... Generator Loss: 0.7056 Epoch 4/10... Discriminator Loss: 1.1999... Generator Loss: 0.8458 Epoch 4/10... Discriminator Loss: 1.2918... Generator Loss: 0.7630 Epoch 4/10... Discriminator Loss: 1.0981... Generator Loss: 0.9822 Epoch 4/10... Discriminator Loss: 1.1884... Generator Loss: 0.9768 Epoch 4/10... Discriminator Loss: 1.2995... Generator Loss: 0.8268 Epoch 4/10... Discriminator Loss: 1.2040... Generator Loss: 0.9066 Epoch 4/10... Discriminator Loss: 1.3406... Generator Loss: 0.8279 Epoch 4/10... Discriminator Loss: 1.1539... Generator Loss: 0.9085
Epoch 4/10... Discriminator Loss: 1.2794... Generator Loss: 0.8406 Epoch 4/10... Discriminator Loss: 1.3359... Generator Loss: 0.7421 Epoch 4/10... Discriminator Loss: 1.2131... Generator Loss: 0.8444 Epoch 4/10... Discriminator Loss: 1.2470... Generator Loss: 0.7976 Epoch 4/10... Discriminator Loss: 1.2748... Generator Loss: 0.7883 Epoch 4/10... Discriminator Loss: 1.2542... Generator Loss: 0.7586 Epoch 4/10... Discriminator Loss: 1.1237... Generator Loss: 1.0328 Epoch 4/10... Discriminator Loss: 1.2640... Generator Loss: 0.8617 Epoch 4/10... Discriminator Loss: 1.1382... Generator Loss: 0.9080 Epoch 4/10... Discriminator Loss: 1.2263... Generator Loss: 0.8723
Epoch 4/10... Discriminator Loss: 1.3166... Generator Loss: 0.7265 Epoch 4/10... Discriminator Loss: 1.1651... Generator Loss: 1.0290 Epoch 4/10... Discriminator Loss: 1.2175... Generator Loss: 0.8681 Epoch 4/10... Discriminator Loss: 1.3446... Generator Loss: 0.7550 Epoch 4/10... Discriminator Loss: 1.3626... Generator Loss: 0.8025 Epoch 4/10... Discriminator Loss: 1.2785... Generator Loss: 0.7424 Epoch 4/10... Discriminator Loss: 1.3538... Generator Loss: 0.7722 Epoch 4/10... Discriminator Loss: 1.2726... Generator Loss: 0.7265 Epoch 4/10... Discriminator Loss: 1.2655... Generator Loss: 0.7542 Epoch 4/10... Discriminator Loss: 1.2805... Generator Loss: 0.8462
Epoch 4/10... Discriminator Loss: 1.0752... Generator Loss: 1.0545 Epoch 4/10... Discriminator Loss: 1.1967... Generator Loss: 0.8534 Epoch 4/10... Discriminator Loss: 1.3111... Generator Loss: 0.8228 Epoch 4/10... Discriminator Loss: 1.1841... Generator Loss: 0.9034 Epoch 4/10... Discriminator Loss: 1.1795... Generator Loss: 0.8734 Epoch 4/10... Discriminator Loss: 1.1462... Generator Loss: 0.9248 Epoch 4/10... Discriminator Loss: 1.1888... Generator Loss: 0.8842 Epoch 4/10... Discriminator Loss: 1.2492... Generator Loss: 0.8031 Epoch 4/10... Discriminator Loss: 1.2263... Generator Loss: 1.0027 Epoch 4/10... Discriminator Loss: 1.2004... Generator Loss: 0.8946
Epoch 4/10... Discriminator Loss: 1.2421... Generator Loss: 0.8832 Epoch 4/10... Discriminator Loss: 1.2318... Generator Loss: 0.9306 Epoch 4/10... Discriminator Loss: 1.2928... Generator Loss: 0.8187 Epoch 4/10... Discriminator Loss: 1.2408... Generator Loss: 0.9002 Epoch 4/10... Discriminator Loss: 1.1620... Generator Loss: 0.9564 Epoch 4/10... Discriminator Loss: 1.2909... Generator Loss: 0.7874 Epoch 4/10... Discriminator Loss: 1.2216... Generator Loss: 0.8167 Epoch 4/10... Discriminator Loss: 1.1960... Generator Loss: 0.8669 Epoch 4/10... Discriminator Loss: 1.2782... Generator Loss: 0.8558 Epoch 4/10... Discriminator Loss: 1.2556... Generator Loss: 0.7674
Epoch 4/10... Discriminator Loss: 1.2580... Generator Loss: 0.7451 Epoch 4/10... Discriminator Loss: 1.2484... Generator Loss: 0.9422 Epoch 4/10... Discriminator Loss: 1.2469... Generator Loss: 0.8548 Epoch 4/10... Discriminator Loss: 1.2301... Generator Loss: 0.8311 Epoch 4/10... Discriminator Loss: 1.2556... Generator Loss: 0.7730 Epoch 4/10... Discriminator Loss: 1.2473... Generator Loss: 0.8510 Epoch 4/10... Discriminator Loss: 1.2522... Generator Loss: 0.7465 Epoch 4/10... Discriminator Loss: 1.2457... Generator Loss: 0.8482 Epoch 4/10... Discriminator Loss: 1.1427... Generator Loss: 0.8994 Epoch 4/10... Discriminator Loss: 1.3273... Generator Loss: 0.8048
Epoch 4/10... Discriminator Loss: 1.2944... Generator Loss: 0.7305 Epoch 4/10... Discriminator Loss: 0.9750... Generator Loss: 1.0731 Epoch 4/10... Discriminator Loss: 1.2559... Generator Loss: 0.8732 Epoch 4/10... Discriminator Loss: 1.1756... Generator Loss: 0.9271 Epoch 4/10... Discriminator Loss: 1.1216... Generator Loss: 0.9292 Epoch 4/10... Discriminator Loss: 1.2981... Generator Loss: 0.7394 Epoch 4/10... Discriminator Loss: 1.1566... Generator Loss: 0.8305 Epoch 4/10... Discriminator Loss: 1.2475... Generator Loss: 0.9656 Epoch 4/10... Discriminator Loss: 1.2427... Generator Loss: 0.8614 Epoch 4/10... Discriminator Loss: 1.2112... Generator Loss: 0.7928
Epoch 4/10... Discriminator Loss: 1.0611... Generator Loss: 1.0144 Epoch 4/10... Discriminator Loss: 1.0358... Generator Loss: 1.1033 Epoch 4/10... Discriminator Loss: 1.2214... Generator Loss: 0.9086 Epoch 4/10... Discriminator Loss: 1.2018... Generator Loss: 0.8882 Epoch 4/10... Discriminator Loss: 1.2699... Generator Loss: 0.7385 Epoch 4/10... Discriminator Loss: 1.3037... Generator Loss: 0.8246 Epoch 4/10... Discriminator Loss: 1.1626... Generator Loss: 0.8508 Epoch 4/10... Discriminator Loss: 1.2215... Generator Loss: 0.8416 Epoch 4/10... Discriminator Loss: 1.3001... Generator Loss: 0.7866 Epoch 4/10... Discriminator Loss: 1.2255... Generator Loss: 0.7729
Epoch 4/10... Discriminator Loss: 1.1157... Generator Loss: 0.9553 Epoch 4/10... Discriminator Loss: 1.1737... Generator Loss: 0.8412 Epoch 4/10... Discriminator Loss: 1.3361... Generator Loss: 0.8758 Epoch 4/10... Discriminator Loss: 1.1539... Generator Loss: 0.9203 Epoch 4/10... Discriminator Loss: 1.0289... Generator Loss: 1.1343 Epoch 4/10... Discriminator Loss: 1.2644... Generator Loss: 0.8310 Epoch 4/10... Discriminator Loss: 1.3792... Generator Loss: 0.6644 Epoch 4/10... Discriminator Loss: 1.1670... Generator Loss: 0.9072 Epoch 4/10... Discriminator Loss: 1.2019... Generator Loss: 0.7897 Epoch 4/10... Discriminator Loss: 1.2019... Generator Loss: 0.9260
Epoch 4/10... Discriminator Loss: 1.1382... Generator Loss: 0.8816 Epoch 4/10... Discriminator Loss: 1.2019... Generator Loss: 0.8379 Epoch 4/10... Discriminator Loss: 1.1494... Generator Loss: 0.9997 Epoch 4/10... Discriminator Loss: 1.2598... Generator Loss: 0.8154 Epoch 4/10... Discriminator Loss: 1.2499... Generator Loss: 0.8430 Epoch 4/10... Discriminator Loss: 1.2475... Generator Loss: 0.9455 Epoch 4/10... Discriminator Loss: 1.2622... Generator Loss: 0.7834 Epoch 4/10... Discriminator Loss: 1.2588... Generator Loss: 0.7674 Epoch 4/10... Discriminator Loss: 1.3388... Generator Loss: 0.8193 Epoch 4/10... Discriminator Loss: 1.3472... Generator Loss: 0.7658
Epoch 4/10... Discriminator Loss: 1.1731... Generator Loss: 0.9515 Epoch 4/10... Discriminator Loss: 1.2567... Generator Loss: 0.7871 Epoch 4/10... Discriminator Loss: 1.2402... Generator Loss: 0.8307 Epoch 4/10... Discriminator Loss: 1.3059... Generator Loss: 0.8098 Epoch 4/10... Discriminator Loss: 1.2722... Generator Loss: 0.7641 Epoch 4/10... Discriminator Loss: 1.1748... Generator Loss: 0.9120 Epoch 4/10... Discriminator Loss: 1.3731... Generator Loss: 0.7480 Epoch 4/10... Discriminator Loss: 1.1213... Generator Loss: 1.0122 Epoch 4/10... Discriminator Loss: 1.1478... Generator Loss: 0.9703 Epoch 4/10... Discriminator Loss: 1.2588... Generator Loss: 0.7370
Epoch 4/10... Discriminator Loss: 1.1941... Generator Loss: 0.9187 Epoch 4/10... Discriminator Loss: 1.2030... Generator Loss: 0.8385 Epoch 4/10... Discriminator Loss: 1.1972... Generator Loss: 0.9267 Epoch 4/10... Discriminator Loss: 1.1728... Generator Loss: 0.8874 Epoch 4/10... Discriminator Loss: 1.2431... Generator Loss: 0.9160 Epoch 4/10... Discriminator Loss: 1.2371... Generator Loss: 0.9508 Epoch 4/10... Discriminator Loss: 1.3229... Generator Loss: 0.6922 Epoch 4/10... Discriminator Loss: 1.1472... Generator Loss: 0.9660 Epoch 4/10... Discriminator Loss: 1.2778... Generator Loss: 0.7754 Epoch 4/10... Discriminator Loss: 1.2891... Generator Loss: 0.8076
Epoch 4/10... Discriminator Loss: 1.2864... Generator Loss: 0.7951 Epoch 4/10... Discriminator Loss: 1.0331... Generator Loss: 1.0155 Epoch 4/10... Discriminator Loss: 1.2179... Generator Loss: 0.8794 Epoch 4/10... Discriminator Loss: 1.2093... Generator Loss: 0.9052 Epoch 4/10... Discriminator Loss: 1.1895... Generator Loss: 0.8455 Epoch 4/10... Discriminator Loss: 1.3933... Generator Loss: 0.6847 Epoch 4/10... Discriminator Loss: 1.2138... Generator Loss: 0.8211 Epoch 4/10... Discriminator Loss: 1.1974... Generator Loss: 0.8392 Epoch 4/10... Discriminator Loss: 1.1344... Generator Loss: 1.0066 Epoch 4/10... Discriminator Loss: 1.2203... Generator Loss: 0.9186
Epoch 4/10... Discriminator Loss: 1.0976... Generator Loss: 0.9794 Epoch 4/10... Discriminator Loss: 1.0447... Generator Loss: 1.2741 Epoch 4/10... Discriminator Loss: 1.2209... Generator Loss: 0.8805 Epoch 4/10... Discriminator Loss: 1.2060... Generator Loss: 0.7946 Epoch 4/10... Discriminator Loss: 1.2791... Generator Loss: 0.8066 Epoch 4/10... Discriminator Loss: 1.3090... Generator Loss: 0.7814 Epoch 4/10... Discriminator Loss: 1.3358... Generator Loss: 0.7966 Epoch 4/10... Discriminator Loss: 1.1249... Generator Loss: 1.0309 Epoch 4/10... Discriminator Loss: 1.1836... Generator Loss: 0.9332 Epoch 4/10... Discriminator Loss: 1.0785... Generator Loss: 0.9357
Epoch 4/10... Discriminator Loss: 1.2914... Generator Loss: 0.7865 Epoch 4/10... Discriminator Loss: 1.2229... Generator Loss: 0.8295 Epoch 4/10... Discriminator Loss: 1.1835... Generator Loss: 0.8161 Epoch 4/10... Discriminator Loss: 1.1805... Generator Loss: 0.8602 Epoch 4/10... Discriminator Loss: 1.3221... Generator Loss: 0.7526 Epoch 4/10... Discriminator Loss: 1.2625... Generator Loss: 0.8894 Epoch 4/10... Discriminator Loss: 1.2765... Generator Loss: 0.7693 Epoch 4/10... Discriminator Loss: 1.2062... Generator Loss: 1.0582 Epoch 4/10... Discriminator Loss: 1.1805... Generator Loss: 0.9082 Epoch 4/10... Discriminator Loss: 1.2176... Generator Loss: 1.0359
Epoch 4/10... Discriminator Loss: 1.1772... Generator Loss: 0.8715 Epoch 4/10... Discriminator Loss: 1.3667... Generator Loss: 0.8309 Epoch 4/10... Discriminator Loss: 1.2211... Generator Loss: 1.0945 Epoch 4/10... Discriminator Loss: 1.2016... Generator Loss: 0.8815 Epoch 4/10... Discriminator Loss: 1.2388... Generator Loss: 0.8442 Epoch 4/10... Discriminator Loss: 1.3398... Generator Loss: 0.8113 Epoch 4/10... Discriminator Loss: 1.0605... Generator Loss: 1.0197 Epoch 4/10... Discriminator Loss: 1.3196... Generator Loss: 0.7715 Epoch 4/10... Discriminator Loss: 1.4873... Generator Loss: 0.8075 Epoch 4/10... Discriminator Loss: 1.4206... Generator Loss: 0.6958
Epoch 4/10... Discriminator Loss: 1.2033... Generator Loss: 0.8468 Epoch 4/10... Discriminator Loss: 1.2630... Generator Loss: 0.8558 Epoch 4/10... Discriminator Loss: 1.2637... Generator Loss: 0.8045 Epoch 4/10... Discriminator Loss: 1.2362... Generator Loss: 0.8622 Epoch 4/10... Discriminator Loss: 1.1314... Generator Loss: 1.0260 Epoch 4/10... Discriminator Loss: 1.2577... Generator Loss: 0.6953 Epoch 4/10... Discriminator Loss: 1.1842... Generator Loss: 0.8507 Epoch 4/10... Discriminator Loss: 1.2510... Generator Loss: 0.7869 Epoch 4/10... Discriminator Loss: 1.2507... Generator Loss: 0.7790 Epoch 4/10... Discriminator Loss: 1.2338... Generator Loss: 0.8651
Epoch 4/10... Discriminator Loss: 1.2433... Generator Loss: 0.7555 Epoch 4/10... Discriminator Loss: 1.2476... Generator Loss: 0.8540 Epoch 4/10... Discriminator Loss: 1.1293... Generator Loss: 1.0017 Epoch 4/10... Discriminator Loss: 1.1029... Generator Loss: 1.0069 Epoch 4/10... Discriminator Loss: 1.1432... Generator Loss: 0.8756 Epoch 4/10... Discriminator Loss: 1.1488... Generator Loss: 0.8801 Epoch 5/10... Discriminator Loss: 1.3161... Generator Loss: 0.7024 Epoch 5/10... Discriminator Loss: 1.0323... Generator Loss: 0.9929 Epoch 5/10... Discriminator Loss: 1.1449... Generator Loss: 0.9741 Epoch 5/10... Discriminator Loss: 1.2163... Generator Loss: 0.8267
Epoch 5/10... Discriminator Loss: 1.0914... Generator Loss: 0.9965 Epoch 5/10... Discriminator Loss: 1.2278... Generator Loss: 0.7661 Epoch 5/10... Discriminator Loss: 1.2143... Generator Loss: 0.7888 Epoch 5/10... Discriminator Loss: 1.2352... Generator Loss: 0.7827 Epoch 5/10... Discriminator Loss: 1.1832... Generator Loss: 0.8509 Epoch 5/10... Discriminator Loss: 1.2304... Generator Loss: 0.8155 Epoch 5/10... Discriminator Loss: 1.2573... Generator Loss: 0.8310 Epoch 5/10... Discriminator Loss: 1.2772... Generator Loss: 0.7076 Epoch 5/10... Discriminator Loss: 1.1982... Generator Loss: 0.8765 Epoch 5/10... Discriminator Loss: 1.1813... Generator Loss: 0.8948
Epoch 5/10... Discriminator Loss: 1.1725... Generator Loss: 0.9085 Epoch 5/10... Discriminator Loss: 1.1747... Generator Loss: 0.8944 Epoch 5/10... Discriminator Loss: 1.1662... Generator Loss: 0.8395 Epoch 5/10... Discriminator Loss: 1.2546... Generator Loss: 0.7982 Epoch 5/10... Discriminator Loss: 1.1532... Generator Loss: 0.9026 Epoch 5/10... Discriminator Loss: 1.1524... Generator Loss: 0.9511 Epoch 5/10... Discriminator Loss: 1.2047... Generator Loss: 0.8179 Epoch 5/10... Discriminator Loss: 1.2357... Generator Loss: 0.8668 Epoch 5/10... Discriminator Loss: 1.2418... Generator Loss: 0.8497 Epoch 5/10... Discriminator Loss: 1.1422... Generator Loss: 0.9120
Epoch 5/10... Discriminator Loss: 1.2796... Generator Loss: 0.8237 Epoch 5/10... Discriminator Loss: 1.1541... Generator Loss: 0.9878 Epoch 5/10... Discriminator Loss: 1.2763... Generator Loss: 0.7920 Epoch 5/10... Discriminator Loss: 1.1005... Generator Loss: 0.8827 Epoch 5/10... Discriminator Loss: 1.3276... Generator Loss: 0.7322 Epoch 5/10... Discriminator Loss: 1.3716... Generator Loss: 0.8367 Epoch 5/10... Discriminator Loss: 1.1805... Generator Loss: 0.8547 Epoch 5/10... Discriminator Loss: 1.1293... Generator Loss: 0.9370 Epoch 5/10... Discriminator Loss: 1.1764... Generator Loss: 0.8683 Epoch 5/10... Discriminator Loss: 1.2508... Generator Loss: 0.7640
Epoch 5/10... Discriminator Loss: 1.3256... Generator Loss: 0.7627 Epoch 5/10... Discriminator Loss: 1.2831... Generator Loss: 0.8076 Epoch 5/10... Discriminator Loss: 1.1856... Generator Loss: 0.8612 Epoch 5/10... Discriminator Loss: 1.1697... Generator Loss: 0.8725 Epoch 5/10... Discriminator Loss: 1.2375... Generator Loss: 0.8188 Epoch 5/10... Discriminator Loss: 1.2417... Generator Loss: 0.7519 Epoch 5/10... Discriminator Loss: 1.1586... Generator Loss: 0.8776 Epoch 5/10... Discriminator Loss: 1.0341... Generator Loss: 1.0382 Epoch 5/10... Discriminator Loss: 1.1574... Generator Loss: 1.0168 Epoch 5/10... Discriminator Loss: 1.2264... Generator Loss: 0.8463
Epoch 5/10... Discriminator Loss: 1.2645... Generator Loss: 0.7938 Epoch 5/10... Discriminator Loss: 1.1281... Generator Loss: 0.9664 Epoch 5/10... Discriminator Loss: 1.1635... Generator Loss: 0.8788 Epoch 5/10... Discriminator Loss: 1.1317... Generator Loss: 0.9048 Epoch 5/10... Discriminator Loss: 1.2125... Generator Loss: 0.8401 Epoch 5/10... Discriminator Loss: 1.1203... Generator Loss: 0.9693 Epoch 5/10... Discriminator Loss: 1.1930... Generator Loss: 0.8921 Epoch 5/10... Discriminator Loss: 1.2306... Generator Loss: 0.8299 Epoch 5/10... Discriminator Loss: 1.1944... Generator Loss: 0.9241 Epoch 5/10... Discriminator Loss: 1.3212... Generator Loss: 0.8097
Epoch 5/10... Discriminator Loss: 1.2229... Generator Loss: 0.8695 Epoch 5/10... Discriminator Loss: 1.3269... Generator Loss: 0.9465 Epoch 5/10... Discriminator Loss: 1.4021... Generator Loss: 0.7525 Epoch 5/10... Discriminator Loss: 1.3669... Generator Loss: 0.6837 Epoch 5/10... Discriminator Loss: 1.2100... Generator Loss: 0.9846 Epoch 5/10... Discriminator Loss: 1.1640... Generator Loss: 0.8226 Epoch 5/10... Discriminator Loss: 1.2740... Generator Loss: 0.8182 Epoch 5/10... Discriminator Loss: 1.1462... Generator Loss: 0.9177 Epoch 5/10... Discriminator Loss: 1.1935... Generator Loss: 0.9156 Epoch 5/10... Discriminator Loss: 1.3330... Generator Loss: 0.7212
Epoch 5/10... Discriminator Loss: 1.0856... Generator Loss: 0.9582 Epoch 5/10... Discriminator Loss: 1.1033... Generator Loss: 0.9637 Epoch 5/10... Discriminator Loss: 1.2980... Generator Loss: 0.8497 Epoch 5/10... Discriminator Loss: 1.2575... Generator Loss: 0.8605 Epoch 5/10... Discriminator Loss: 1.1498... Generator Loss: 1.0350 Epoch 5/10... Discriminator Loss: 1.2567... Generator Loss: 0.8809 Epoch 5/10... Discriminator Loss: 1.2400... Generator Loss: 0.7650 Epoch 5/10... Discriminator Loss: 1.1935... Generator Loss: 0.9878 Epoch 5/10... Discriminator Loss: 1.1916... Generator Loss: 0.9550 Epoch 5/10... Discriminator Loss: 1.2879... Generator Loss: 0.8342
Epoch 5/10... Discriminator Loss: 1.2323... Generator Loss: 0.8164 Epoch 5/10... Discriminator Loss: 1.2645... Generator Loss: 0.8122 Epoch 5/10... Discriminator Loss: 1.3552... Generator Loss: 0.9159 Epoch 5/10... Discriminator Loss: 1.2837... Generator Loss: 0.7642 Epoch 5/10... Discriminator Loss: 1.2222... Generator Loss: 0.8180 Epoch 5/10... Discriminator Loss: 1.1766... Generator Loss: 0.8562 Epoch 5/10... Discriminator Loss: 1.1130... Generator Loss: 0.9129 Epoch 5/10... Discriminator Loss: 1.2757... Generator Loss: 0.7863 Epoch 5/10... Discriminator Loss: 1.2141... Generator Loss: 0.7773 Epoch 5/10... Discriminator Loss: 1.3290... Generator Loss: 0.7307
Epoch 5/10... Discriminator Loss: 1.2114... Generator Loss: 0.8618 Epoch 5/10... Discriminator Loss: 1.1806... Generator Loss: 0.8289 Epoch 5/10... Discriminator Loss: 1.3633... Generator Loss: 0.7029 Epoch 5/10... Discriminator Loss: 1.3294... Generator Loss: 0.8959 Epoch 5/10... Discriminator Loss: 1.3449... Generator Loss: 0.7253 Epoch 5/10... Discriminator Loss: 1.1483... Generator Loss: 0.8399 Epoch 5/10... Discriminator Loss: 1.3703... Generator Loss: 0.6345 Epoch 5/10... Discriminator Loss: 1.2382... Generator Loss: 0.8269 Epoch 5/10... Discriminator Loss: 1.1335... Generator Loss: 0.9852 Epoch 5/10... Discriminator Loss: 1.2101... Generator Loss: 0.8288
Epoch 5/10... Discriminator Loss: 1.2408... Generator Loss: 0.7922 Epoch 5/10... Discriminator Loss: 1.2324... Generator Loss: 0.8563 Epoch 5/10... Discriminator Loss: 1.3388... Generator Loss: 0.7413 Epoch 5/10... Discriminator Loss: 1.2023... Generator Loss: 0.8082 Epoch 5/10... Discriminator Loss: 1.2155... Generator Loss: 0.9086 Epoch 5/10... Discriminator Loss: 1.3058... Generator Loss: 0.7643 Epoch 5/10... Discriminator Loss: 1.1214... Generator Loss: 0.8725 Epoch 5/10... Discriminator Loss: 1.3622... Generator Loss: 0.6633 Epoch 5/10... Discriminator Loss: 1.3284... Generator Loss: 0.8787 Epoch 5/10... Discriminator Loss: 1.2359... Generator Loss: 0.8476
Epoch 5/10... Discriminator Loss: 1.1653... Generator Loss: 0.9017 Epoch 5/10... Discriminator Loss: 1.1526... Generator Loss: 0.9176 Epoch 5/10... Discriminator Loss: 1.1420... Generator Loss: 0.9331 Epoch 5/10... Discriminator Loss: 1.1818... Generator Loss: 0.8486 Epoch 5/10... Discriminator Loss: 1.2398... Generator Loss: 0.7701 Epoch 5/10... Discriminator Loss: 1.1594... Generator Loss: 0.8552 Epoch 5/10... Discriminator Loss: 1.1848... Generator Loss: 0.8445 Epoch 5/10... Discriminator Loss: 1.1876... Generator Loss: 0.9071 Epoch 5/10... Discriminator Loss: 1.1997... Generator Loss: 0.7927 Epoch 5/10... Discriminator Loss: 1.3575... Generator Loss: 0.7782
Epoch 5/10... Discriminator Loss: 1.1880... Generator Loss: 0.8913 Epoch 5/10... Discriminator Loss: 1.1381... Generator Loss: 0.9092 Epoch 5/10... Discriminator Loss: 1.3103... Generator Loss: 0.7531 Epoch 5/10... Discriminator Loss: 1.1594... Generator Loss: 0.8240 Epoch 5/10... Discriminator Loss: 1.1627... Generator Loss: 1.0113 Epoch 5/10... Discriminator Loss: 1.1664... Generator Loss: 0.9139 Epoch 5/10... Discriminator Loss: 1.3035... Generator Loss: 0.7583 Epoch 5/10... Discriminator Loss: 1.2757... Generator Loss: 0.7992 Epoch 5/10... Discriminator Loss: 1.2082... Generator Loss: 0.9893 Epoch 5/10... Discriminator Loss: 1.2663... Generator Loss: 0.7504
Epoch 5/10... Discriminator Loss: 1.2951... Generator Loss: 0.7549 Epoch 5/10... Discriminator Loss: 1.2287... Generator Loss: 0.8007 Epoch 5/10... Discriminator Loss: 1.3364... Generator Loss: 0.7554 Epoch 5/10... Discriminator Loss: 1.2368... Generator Loss: 0.7794 Epoch 5/10... Discriminator Loss: 1.2873... Generator Loss: 0.9191 Epoch 5/10... Discriminator Loss: 1.1964... Generator Loss: 0.8399 Epoch 5/10... Discriminator Loss: 1.3126... Generator Loss: 0.7338 Epoch 5/10... Discriminator Loss: 1.2091... Generator Loss: 0.8174 Epoch 5/10... Discriminator Loss: 1.3508... Generator Loss: 1.0886 Epoch 5/10... Discriminator Loss: 1.1849... Generator Loss: 0.7867
Epoch 5/10... Discriminator Loss: 1.1295... Generator Loss: 0.8737 Epoch 5/10... Discriminator Loss: 1.3398... Generator Loss: 0.7066 Epoch 5/10... Discriminator Loss: 1.4327... Generator Loss: 0.7584 Epoch 5/10... Discriminator Loss: 1.2447... Generator Loss: 0.7903 Epoch 5/10... Discriminator Loss: 1.1605... Generator Loss: 0.9204 Epoch 5/10... Discriminator Loss: 1.1920... Generator Loss: 0.8164 Epoch 5/10... Discriminator Loss: 1.2773... Generator Loss: 0.7512 Epoch 5/10... Discriminator Loss: 1.3016... Generator Loss: 0.8029 Epoch 5/10... Discriminator Loss: 1.2029... Generator Loss: 0.8068 Epoch 5/10... Discriminator Loss: 1.2556... Generator Loss: 0.8368
Epoch 5/10... Discriminator Loss: 1.2911... Generator Loss: 0.7751 Epoch 5/10... Discriminator Loss: 1.1717... Generator Loss: 0.9407 Epoch 5/10... Discriminator Loss: 1.2410... Generator Loss: 0.7228 Epoch 5/10... Discriminator Loss: 1.3205... Generator Loss: 0.7551 Epoch 5/10... Discriminator Loss: 1.1665... Generator Loss: 0.8641 Epoch 5/10... Discriminator Loss: 1.4196... Generator Loss: 0.6770 Epoch 5/10... Discriminator Loss: 1.3136... Generator Loss: 0.8974 Epoch 5/10... Discriminator Loss: 1.2321... Generator Loss: 0.8585 Epoch 5/10... Discriminator Loss: 1.2475... Generator Loss: 0.8288 Epoch 5/10... Discriminator Loss: 1.3530... Generator Loss: 0.6620
Epoch 5/10... Discriminator Loss: 1.3446... Generator Loss: 0.7550 Epoch 5/10... Discriminator Loss: 1.2450... Generator Loss: 0.7819 Epoch 5/10... Discriminator Loss: 1.1625... Generator Loss: 0.7770 Epoch 5/10... Discriminator Loss: 1.1963... Generator Loss: 0.8720 Epoch 5/10... Discriminator Loss: 1.1099... Generator Loss: 0.9857 Epoch 5/10... Discriminator Loss: 1.3087... Generator Loss: 0.8509 Epoch 5/10... Discriminator Loss: 1.1962... Generator Loss: 0.9222 Epoch 5/10... Discriminator Loss: 1.2412... Generator Loss: 0.9290 Epoch 5/10... Discriminator Loss: 1.2418... Generator Loss: 0.7876 Epoch 5/10... Discriminator Loss: 1.2154... Generator Loss: 0.7721
Epoch 5/10... Discriminator Loss: 1.2381... Generator Loss: 0.8679 Epoch 5/10... Discriminator Loss: 1.2820... Generator Loss: 0.8143 Epoch 5/10... Discriminator Loss: 1.2731... Generator Loss: 0.7486 Epoch 5/10... Discriminator Loss: 1.1840... Generator Loss: 0.8843 Epoch 5/10... Discriminator Loss: 1.3394... Generator Loss: 0.7810 Epoch 5/10... Discriminator Loss: 1.2272... Generator Loss: 0.7518 Epoch 5/10... Discriminator Loss: 1.1147... Generator Loss: 0.9034 Epoch 5/10... Discriminator Loss: 1.1371... Generator Loss: 0.9712 Epoch 5/10... Discriminator Loss: 1.0978... Generator Loss: 0.9704 Epoch 5/10... Discriminator Loss: 1.1935... Generator Loss: 0.8167
Epoch 5/10... Discriminator Loss: 1.2391... Generator Loss: 0.8704 Epoch 5/10... Discriminator Loss: 1.2138... Generator Loss: 0.8177 Epoch 5/10... Discriminator Loss: 1.2684... Generator Loss: 0.7282 Epoch 5/10... Discriminator Loss: 1.2916... Generator Loss: 0.7919 Epoch 5/10... Discriminator Loss: 1.3176... Generator Loss: 0.7845 Epoch 5/10... Discriminator Loss: 1.0940... Generator Loss: 0.9216 Epoch 5/10... Discriminator Loss: 1.2921... Generator Loss: 0.7602 Epoch 5/10... Discriminator Loss: 1.2027... Generator Loss: 0.7939 Epoch 5/10... Discriminator Loss: 1.1621... Generator Loss: 0.8612 Epoch 5/10... Discriminator Loss: 1.1150... Generator Loss: 1.0041
Epoch 5/10... Discriminator Loss: 1.0663... Generator Loss: 1.0101 Epoch 5/10... Discriminator Loss: 1.1723... Generator Loss: 0.8294 Epoch 5/10... Discriminator Loss: 1.2081... Generator Loss: 0.9618 Epoch 5/10... Discriminator Loss: 1.2277... Generator Loss: 0.9938 Epoch 5/10... Discriminator Loss: 1.1570... Generator Loss: 0.8944 Epoch 5/10... Discriminator Loss: 1.2534... Generator Loss: 0.8814 Epoch 5/10... Discriminator Loss: 1.2430... Generator Loss: 0.8465 Epoch 5/10... Discriminator Loss: 1.3461... Generator Loss: 0.7294 Epoch 5/10... Discriminator Loss: 1.2093... Generator Loss: 0.7971 Epoch 5/10... Discriminator Loss: 1.2105... Generator Loss: 0.9702
Epoch 5/10... Discriminator Loss: 1.2852... Generator Loss: 0.7524 Epoch 5/10... Discriminator Loss: 1.2583... Generator Loss: 0.8727 Epoch 5/10... Discriminator Loss: 1.3476... Generator Loss: 0.6661 Epoch 5/10... Discriminator Loss: 1.3180... Generator Loss: 0.9219 Epoch 5/10... Discriminator Loss: 1.1779... Generator Loss: 1.0436 Epoch 5/10... Discriminator Loss: 1.2257... Generator Loss: 0.7602 Epoch 5/10... Discriminator Loss: 1.0930... Generator Loss: 1.0111 Epoch 5/10... Discriminator Loss: 1.1820... Generator Loss: 0.7939 Epoch 5/10... Discriminator Loss: 1.1884... Generator Loss: 0.8990 Epoch 5/10... Discriminator Loss: 1.3213... Generator Loss: 0.7183
Epoch 5/10... Discriminator Loss: 1.1062... Generator Loss: 0.8786 Epoch 5/10... Discriminator Loss: 1.2652... Generator Loss: 0.7669 Epoch 5/10... Discriminator Loss: 1.0848... Generator Loss: 1.0667 Epoch 5/10... Discriminator Loss: 1.2102... Generator Loss: 0.8084 Epoch 5/10... Discriminator Loss: 1.3349... Generator Loss: 0.7612 Epoch 5/10... Discriminator Loss: 1.3457... Generator Loss: 0.7973 Epoch 5/10... Discriminator Loss: 1.1674... Generator Loss: 0.9659 Epoch 5/10... Discriminator Loss: 0.9905... Generator Loss: 1.1376 Epoch 5/10... Discriminator Loss: 1.1831... Generator Loss: 0.8591 Epoch 5/10... Discriminator Loss: 1.2137... Generator Loss: 0.8577
Epoch 5/10... Discriminator Loss: 1.2431... Generator Loss: 0.8664 Epoch 5/10... Discriminator Loss: 1.2322... Generator Loss: 0.7625 Epoch 5/10... Discriminator Loss: 1.1339... Generator Loss: 0.9091 Epoch 5/10... Discriminator Loss: 1.0761... Generator Loss: 0.9880 Epoch 5/10... Discriminator Loss: 1.3328... Generator Loss: 0.8390 Epoch 5/10... Discriminator Loss: 1.3539... Generator Loss: 0.7141 Epoch 5/10... Discriminator Loss: 1.2049... Generator Loss: 0.9292 Epoch 5/10... Discriminator Loss: 1.2494... Generator Loss: 0.8868 Epoch 5/10... Discriminator Loss: 1.1543... Generator Loss: 0.9041 Epoch 5/10... Discriminator Loss: 1.1402... Generator Loss: 0.9251
Epoch 5/10... Discriminator Loss: 1.1966... Generator Loss: 0.8500 Epoch 5/10... Discriminator Loss: 1.2594... Generator Loss: 0.7157 Epoch 5/10... Discriminator Loss: 1.1964... Generator Loss: 0.7606 Epoch 5/10... Discriminator Loss: 1.3992... Generator Loss: 0.8225 Epoch 5/10... Discriminator Loss: 1.0589... Generator Loss: 0.9449 Epoch 5/10... Discriminator Loss: 1.0864... Generator Loss: 0.9079 Epoch 5/10... Discriminator Loss: 1.1936... Generator Loss: 0.8267 Epoch 5/10... Discriminator Loss: 1.1428... Generator Loss: 0.8395 Epoch 5/10... Discriminator Loss: 1.1001... Generator Loss: 0.9047 Epoch 5/10... Discriminator Loss: 1.2514... Generator Loss: 0.8675
Epoch 5/10... Discriminator Loss: 1.1621... Generator Loss: 0.9280 Epoch 5/10... Discriminator Loss: 1.2255... Generator Loss: 0.8762 Epoch 5/10... Discriminator Loss: 1.2200... Generator Loss: 0.7880 Epoch 5/10... Discriminator Loss: 1.2084... Generator Loss: 0.9062 Epoch 5/10... Discriminator Loss: 1.0927... Generator Loss: 1.0344 Epoch 5/10... Discriminator Loss: 1.0561... Generator Loss: 0.9607 Epoch 5/10... Discriminator Loss: 1.1344... Generator Loss: 0.9253 Epoch 5/10... Discriminator Loss: 1.0360... Generator Loss: 1.0003 Epoch 5/10... Discriminator Loss: 1.1535... Generator Loss: 0.9510 Epoch 5/10... Discriminator Loss: 1.1649... Generator Loss: 0.9464
Epoch 5/10... Discriminator Loss: 1.1413... Generator Loss: 0.9118 Epoch 5/10... Discriminator Loss: 1.3287... Generator Loss: 0.7946 Epoch 5/10... Discriminator Loss: 1.2706... Generator Loss: 0.7594 Epoch 5/10... Discriminator Loss: 1.1725... Generator Loss: 0.8212 Epoch 5/10... Discriminator Loss: 1.3932... Generator Loss: 0.8104 Epoch 5/10... Discriminator Loss: 1.0598... Generator Loss: 1.0700 Epoch 5/10... Discriminator Loss: 1.2018... Generator Loss: 0.8082 Epoch 5/10... Discriminator Loss: 1.2639... Generator Loss: 0.7804 Epoch 5/10... Discriminator Loss: 1.3455... Generator Loss: 0.7890 Epoch 5/10... Discriminator Loss: 1.2568... Generator Loss: 0.7661
Epoch 5/10... Discriminator Loss: 1.1884... Generator Loss: 1.0409 Epoch 5/10... Discriminator Loss: 1.2124... Generator Loss: 0.8832 Epoch 5/10... Discriminator Loss: 1.1372... Generator Loss: 0.9015 Epoch 5/10... Discriminator Loss: 1.5393... Generator Loss: 0.7595 Epoch 5/10... Discriminator Loss: 2.4401... Generator Loss: 0.8773 Epoch 5/10... Discriminator Loss: 1.3587... Generator Loss: 0.7376 Epoch 5/10... Discriminator Loss: 1.2655... Generator Loss: 0.8179 Epoch 5/10... Discriminator Loss: 1.3603... Generator Loss: 0.7574 Epoch 5/10... Discriminator Loss: 1.2325... Generator Loss: 0.8512 Epoch 5/10... Discriminator Loss: 1.2665... Generator Loss: 0.8337
Epoch 5/10... Discriminator Loss: 1.2871... Generator Loss: 0.8547 Epoch 5/10... Discriminator Loss: 1.3192... Generator Loss: 0.7343 Epoch 5/10... Discriminator Loss: 1.3182... Generator Loss: 0.7954 Epoch 5/10... Discriminator Loss: 1.2033... Generator Loss: 0.8539 Epoch 5/10... Discriminator Loss: 1.3094... Generator Loss: 0.7579 Epoch 5/10... Discriminator Loss: 1.2977... Generator Loss: 0.7170 Epoch 5/10... Discriminator Loss: 1.1921... Generator Loss: 0.8355 Epoch 5/10... Discriminator Loss: 1.1723... Generator Loss: 0.8967 Epoch 5/10... Discriminator Loss: 1.2965... Generator Loss: 0.7740 Epoch 5/10... Discriminator Loss: 1.1648... Generator Loss: 0.9530
Epoch 5/10... Discriminator Loss: 1.2375... Generator Loss: 0.7576 Epoch 5/10... Discriminator Loss: 1.2625... Generator Loss: 0.7238 Epoch 5/10... Discriminator Loss: 1.1947... Generator Loss: 0.8203 Epoch 5/10... Discriminator Loss: 1.3630... Generator Loss: 0.7206 Epoch 5/10... Discriminator Loss: 1.5057... Generator Loss: 0.6201 Epoch 5/10... Discriminator Loss: 1.3173... Generator Loss: 0.7785 Epoch 5/10... Discriminator Loss: 1.1728... Generator Loss: 0.8429 Epoch 5/10... Discriminator Loss: 1.0158... Generator Loss: 1.0374 Epoch 5/10... Discriminator Loss: 1.2771... Generator Loss: 0.7775 Epoch 5/10... Discriminator Loss: 1.2388... Generator Loss: 0.8136
Epoch 5/10... Discriminator Loss: 1.1420... Generator Loss: 0.9034 Epoch 5/10... Discriminator Loss: 1.2161... Generator Loss: 0.8656 Epoch 5/10... Discriminator Loss: 1.1772... Generator Loss: 0.8375 Epoch 5/10... Discriminator Loss: 1.2653... Generator Loss: 0.8057 Epoch 5/10... Discriminator Loss: 1.2330... Generator Loss: 0.7732 Epoch 5/10... Discriminator Loss: 1.1800... Generator Loss: 0.8754 Epoch 5/10... Discriminator Loss: 1.1639... Generator Loss: 0.8818 Epoch 5/10... Discriminator Loss: 1.0297... Generator Loss: 0.9822 Epoch 5/10... Discriminator Loss: 1.1803... Generator Loss: 0.8604 Epoch 5/10... Discriminator Loss: 1.2035... Generator Loss: 0.8352
Epoch 5/10... Discriminator Loss: 1.0635... Generator Loss: 0.9723 Epoch 5/10... Discriminator Loss: 1.1151... Generator Loss: 0.9448 Epoch 5/10... Discriminator Loss: 1.4063... Generator Loss: 0.6909 Epoch 5/10... Discriminator Loss: 1.1335... Generator Loss: 0.9371 Epoch 5/10... Discriminator Loss: 1.2789... Generator Loss: 0.8872 Epoch 5/10... Discriminator Loss: 1.2397... Generator Loss: 0.7750 Epoch 5/10... Discriminator Loss: 1.2226... Generator Loss: 0.8249 Epoch 5/10... Discriminator Loss: 1.2042... Generator Loss: 0.7731 Epoch 5/10... Discriminator Loss: 1.2091... Generator Loss: 0.8890 Epoch 5/10... Discriminator Loss: 1.0977... Generator Loss: 1.0327
Epoch 5/10... Discriminator Loss: 1.1966... Generator Loss: 0.9000 Epoch 5/10... Discriminator Loss: 1.2291... Generator Loss: 0.8009 Epoch 5/10... Discriminator Loss: 1.3004... Generator Loss: 0.7344 Epoch 5/10... Discriminator Loss: 1.2708... Generator Loss: 0.8358 Epoch 5/10... Discriminator Loss: 1.1895... Generator Loss: 0.8681 Epoch 5/10... Discriminator Loss: 1.1708... Generator Loss: 0.8072 Epoch 5/10... Discriminator Loss: 1.3362... Generator Loss: 0.7891 Epoch 5/10... Discriminator Loss: 1.1263... Generator Loss: 0.9406 Epoch 5/10... Discriminator Loss: 1.0638... Generator Loss: 1.0141 Epoch 5/10... Discriminator Loss: 1.2250... Generator Loss: 0.9723
Epoch 5/10... Discriminator Loss: 1.4042... Generator Loss: 0.8366 Epoch 5/10... Discriminator Loss: 1.0409... Generator Loss: 1.0047 Epoch 6/10... Discriminator Loss: 1.3656... Generator Loss: 0.7941 Epoch 6/10... Discriminator Loss: 1.3429... Generator Loss: 0.7247 Epoch 6/10... Discriminator Loss: 1.5259... Generator Loss: 0.6294 Epoch 6/10... Discriminator Loss: 1.1693... Generator Loss: 0.8878 Epoch 6/10... Discriminator Loss: 1.2459... Generator Loss: 0.7708 Epoch 6/10... Discriminator Loss: 1.1736... Generator Loss: 0.8800 Epoch 6/10... Discriminator Loss: 1.1960... Generator Loss: 0.8337 Epoch 6/10... Discriminator Loss: 1.2219... Generator Loss: 0.8191
Epoch 6/10... Discriminator Loss: 1.2233... Generator Loss: 0.9399 Epoch 6/10... Discriminator Loss: 1.1576... Generator Loss: 0.8550 Epoch 6/10... Discriminator Loss: 1.0496... Generator Loss: 0.9718 Epoch 6/10... Discriminator Loss: 1.2335... Generator Loss: 0.7516 Epoch 6/10... Discriminator Loss: 1.1712... Generator Loss: 0.9284 Epoch 6/10... Discriminator Loss: 1.1155... Generator Loss: 0.9667 Epoch 6/10... Discriminator Loss: 1.0925... Generator Loss: 0.9300 Epoch 6/10... Discriminator Loss: 1.0948... Generator Loss: 0.9777 Epoch 6/10... Discriminator Loss: 1.2337... Generator Loss: 0.9116 Epoch 6/10... Discriminator Loss: 1.1988... Generator Loss: 0.8609
Epoch 6/10... Discriminator Loss: 1.2392... Generator Loss: 0.7538 Epoch 6/10... Discriminator Loss: 1.2187... Generator Loss: 0.8167 Epoch 6/10... Discriminator Loss: 1.1990... Generator Loss: 0.7734 Epoch 6/10... Discriminator Loss: 1.0796... Generator Loss: 0.9803 Epoch 6/10... Discriminator Loss: 1.1801... Generator Loss: 0.7793 Epoch 6/10... Discriminator Loss: 1.1267... Generator Loss: 0.9433 Epoch 6/10... Discriminator Loss: 1.2502... Generator Loss: 0.7577 Epoch 6/10... Discriminator Loss: 1.1933... Generator Loss: 0.8046 Epoch 6/10... Discriminator Loss: 1.1153... Generator Loss: 1.0819 Epoch 6/10... Discriminator Loss: 1.0522... Generator Loss: 1.1290
Epoch 6/10... Discriminator Loss: 1.1898... Generator Loss: 0.8226 Epoch 6/10... Discriminator Loss: 1.0998... Generator Loss: 0.9723 Epoch 6/10... Discriminator Loss: 1.3208... Generator Loss: 0.8162 Epoch 6/10... Discriminator Loss: 1.2145... Generator Loss: 0.8492 Epoch 6/10... Discriminator Loss: 1.1415... Generator Loss: 0.8806 Epoch 6/10... Discriminator Loss: 1.1997... Generator Loss: 0.8041 Epoch 6/10... Discriminator Loss: 1.1330... Generator Loss: 0.9280 Epoch 6/10... Discriminator Loss: 1.2791... Generator Loss: 0.8346 Epoch 6/10... Discriminator Loss: 1.2194... Generator Loss: 0.8229 Epoch 6/10... Discriminator Loss: 1.1162... Generator Loss: 0.8719
Epoch 6/10... Discriminator Loss: 1.1689... Generator Loss: 0.9160 Epoch 6/10... Discriminator Loss: 1.0833... Generator Loss: 1.0074 Epoch 6/10... Discriminator Loss: 1.2781... Generator Loss: 0.7131 Epoch 6/10... Discriminator Loss: 1.1597... Generator Loss: 0.8457 Epoch 6/10... Discriminator Loss: 1.1102... Generator Loss: 0.9762 Epoch 6/10... Discriminator Loss: 1.1421... Generator Loss: 1.1139 Epoch 6/10... Discriminator Loss: 1.1307... Generator Loss: 0.9950 Epoch 6/10... Discriminator Loss: 1.0403... Generator Loss: 1.1996 Epoch 6/10... Discriminator Loss: 1.4258... Generator Loss: 0.9615 Epoch 6/10... Discriminator Loss: 1.1885... Generator Loss: 1.0419
Epoch 6/10... Discriminator Loss: 1.2006... Generator Loss: 0.8875 Epoch 6/10... Discriminator Loss: 1.2894... Generator Loss: 0.7375 Epoch 6/10... Discriminator Loss: 1.2353... Generator Loss: 0.7934 Epoch 6/10... Discriminator Loss: 1.3410... Generator Loss: 0.7487 Epoch 6/10... Discriminator Loss: 1.1501... Generator Loss: 0.8866 Epoch 6/10... Discriminator Loss: 1.2296... Generator Loss: 0.7373 Epoch 6/10... Discriminator Loss: 1.2437... Generator Loss: 0.7422 Epoch 6/10... Discriminator Loss: 1.3480... Generator Loss: 0.7255 Epoch 6/10... Discriminator Loss: 1.1878... Generator Loss: 0.8794 Epoch 6/10... Discriminator Loss: 1.1847... Generator Loss: 0.8119
Epoch 6/10... Discriminator Loss: 1.1700... Generator Loss: 0.8929 Epoch 6/10... Discriminator Loss: 1.1542... Generator Loss: 0.8866 Epoch 6/10... Discriminator Loss: 1.3019... Generator Loss: 0.7401 Epoch 6/10... Discriminator Loss: 1.3123... Generator Loss: 0.7640 Epoch 6/10... Discriminator Loss: 1.1123... Generator Loss: 0.9039 Epoch 6/10... Discriminator Loss: 1.1330... Generator Loss: 0.9517 Epoch 6/10... Discriminator Loss: 1.3416... Generator Loss: 0.7738 Epoch 6/10... Discriminator Loss: 1.1244... Generator Loss: 0.9336 Epoch 6/10... Discriminator Loss: 1.1845... Generator Loss: 0.8676 Epoch 6/10... Discriminator Loss: 1.2232... Generator Loss: 0.8708
Epoch 6/10... Discriminator Loss: 1.0064... Generator Loss: 1.0859 Epoch 6/10... Discriminator Loss: 1.2035... Generator Loss: 0.8384 Epoch 6/10... Discriminator Loss: 1.2006... Generator Loss: 0.8213 Epoch 6/10... Discriminator Loss: 1.1464... Generator Loss: 0.8907 Epoch 6/10... Discriminator Loss: 1.1010... Generator Loss: 0.9398 Epoch 6/10... Discriminator Loss: 1.4199... Generator Loss: 0.6698 Epoch 6/10... Discriminator Loss: 1.1534... Generator Loss: 0.7933 Epoch 6/10... Discriminator Loss: 1.4046... Generator Loss: 0.8369 Epoch 6/10... Discriminator Loss: 1.2250... Generator Loss: 0.8277 Epoch 6/10... Discriminator Loss: 1.2388... Generator Loss: 0.8319
Epoch 6/10... Discriminator Loss: 1.2164... Generator Loss: 0.8729 Epoch 6/10... Discriminator Loss: 1.2375... Generator Loss: 0.8172 Epoch 6/10... Discriminator Loss: 1.2161... Generator Loss: 0.8880 Epoch 6/10... Discriminator Loss: 1.2550... Generator Loss: 0.7126 Epoch 6/10... Discriminator Loss: 1.1310... Generator Loss: 0.8900 Epoch 6/10... Discriminator Loss: 1.1695... Generator Loss: 0.9223 Epoch 6/10... Discriminator Loss: 1.1417... Generator Loss: 0.9807 Epoch 6/10... Discriminator Loss: 1.1123... Generator Loss: 0.8967 Epoch 6/10... Discriminator Loss: 1.1383... Generator Loss: 0.9267 Epoch 6/10... Discriminator Loss: 1.2002... Generator Loss: 0.8594
Epoch 6/10... Discriminator Loss: 1.3548... Generator Loss: 0.7589 Epoch 6/10... Discriminator Loss: 1.2515... Generator Loss: 0.8137 Epoch 6/10... Discriminator Loss: 1.1490... Generator Loss: 0.7853 Epoch 6/10... Discriminator Loss: 1.2349... Generator Loss: 0.8620 Epoch 6/10... Discriminator Loss: 1.2299... Generator Loss: 0.8368 Epoch 6/10... Discriminator Loss: 1.2760... Generator Loss: 0.7514 Epoch 6/10... Discriminator Loss: 1.1771... Generator Loss: 0.8229 Epoch 6/10... Discriminator Loss: 1.2334... Generator Loss: 0.7315 Epoch 6/10... Discriminator Loss: 1.0904... Generator Loss: 1.0111 Epoch 6/10... Discriminator Loss: 1.1406... Generator Loss: 0.9735
Epoch 6/10... Discriminator Loss: 1.3776... Generator Loss: 0.6646 Epoch 6/10... Discriminator Loss: 1.2469... Generator Loss: 0.8911 Epoch 6/10... Discriminator Loss: 1.3012... Generator Loss: 0.7425 Epoch 6/10... Discriminator Loss: 1.2141... Generator Loss: 0.8971 Epoch 6/10... Discriminator Loss: 1.2238... Generator Loss: 0.8218 Epoch 6/10... Discriminator Loss: 1.1777... Generator Loss: 0.8917 Epoch 6/10... Discriminator Loss: 1.3005... Generator Loss: 0.7669 Epoch 6/10... Discriminator Loss: 1.1671... Generator Loss: 0.8761 Epoch 6/10... Discriminator Loss: 1.2701... Generator Loss: 0.7798 Epoch 6/10... Discriminator Loss: 1.2762... Generator Loss: 0.7796
Epoch 6/10... Discriminator Loss: 1.0906... Generator Loss: 0.9436 Epoch 6/10... Discriminator Loss: 1.2249... Generator Loss: 0.7505 Epoch 6/10... Discriminator Loss: 1.1617... Generator Loss: 0.8483 Epoch 6/10... Discriminator Loss: 1.1689... Generator Loss: 0.9062 Epoch 6/10... Discriminator Loss: 1.2611... Generator Loss: 0.8049 Epoch 6/10... Discriminator Loss: 1.0968... Generator Loss: 0.9003 Epoch 6/10... Discriminator Loss: 1.1542... Generator Loss: 0.8782 Epoch 6/10... Discriminator Loss: 1.2468... Generator Loss: 0.8449 Epoch 6/10... Discriminator Loss: 1.1570... Generator Loss: 0.9945 Epoch 6/10... Discriminator Loss: 1.2782... Generator Loss: 0.7169
Epoch 6/10... Discriminator Loss: 1.4511... Generator Loss: 0.5957 Epoch 6/10... Discriminator Loss: 1.1379... Generator Loss: 0.8623 Epoch 6/10... Discriminator Loss: 1.2596... Generator Loss: 0.7195 Epoch 6/10... Discriminator Loss: 1.1461... Generator Loss: 0.8366 Epoch 6/10... Discriminator Loss: 1.2298... Generator Loss: 0.9079 Epoch 6/10... Discriminator Loss: 1.3614... Generator Loss: 0.6481 Epoch 6/10... Discriminator Loss: 1.2752... Generator Loss: 0.6983 Epoch 6/10... Discriminator Loss: 1.1821... Generator Loss: 0.8572 Epoch 6/10... Discriminator Loss: 1.2051... Generator Loss: 0.8868 Epoch 6/10... Discriminator Loss: 1.2574... Generator Loss: 0.8359
Epoch 6/10... Discriminator Loss: 1.1731... Generator Loss: 0.9624 Epoch 6/10... Discriminator Loss: 1.1996... Generator Loss: 0.8656 Epoch 6/10... Discriminator Loss: 1.0065... Generator Loss: 1.0713 Epoch 6/10... Discriminator Loss: 1.1728... Generator Loss: 0.8164 Epoch 6/10... Discriminator Loss: 1.3633... Generator Loss: 0.6968 Epoch 6/10... Discriminator Loss: 1.1268... Generator Loss: 0.9311 Epoch 6/10... Discriminator Loss: 1.2401... Generator Loss: 0.8907 Epoch 6/10... Discriminator Loss: 1.2224... Generator Loss: 0.8491 Epoch 6/10... Discriminator Loss: 1.2385... Generator Loss: 0.7301 Epoch 6/10... Discriminator Loss: 1.2535... Generator Loss: 0.8887
Epoch 6/10... Discriminator Loss: 1.3134... Generator Loss: 0.7545 Epoch 6/10... Discriminator Loss: 1.2991... Generator Loss: 0.8002 Epoch 6/10... Discriminator Loss: 1.1448... Generator Loss: 0.8540 Epoch 6/10... Discriminator Loss: 1.3760... Generator Loss: 0.6796 Epoch 6/10... Discriminator Loss: 1.2322... Generator Loss: 0.8433 Epoch 6/10... Discriminator Loss: 2.4135... Generator Loss: 1.1994 Epoch 6/10... Discriminator Loss: 2.6414... Generator Loss: 0.9308 Epoch 6/10... Discriminator Loss: 1.4748... Generator Loss: 0.7860 Epoch 6/10... Discriminator Loss: 1.6609... Generator Loss: 0.9410 Epoch 6/10... Discriminator Loss: 1.3783... Generator Loss: 0.7184
Epoch 6/10... Discriminator Loss: 1.3087... Generator Loss: 0.7519 Epoch 6/10... Discriminator Loss: 1.3496... Generator Loss: 0.7426 Epoch 6/10... Discriminator Loss: 1.2206... Generator Loss: 0.8988 Epoch 6/10... Discriminator Loss: 1.2224... Generator Loss: 0.8464 Epoch 6/10... Discriminator Loss: 1.3025... Generator Loss: 0.7665 Epoch 6/10... Discriminator Loss: 1.2755... Generator Loss: 0.7303 Epoch 6/10... Discriminator Loss: 1.3166... Generator Loss: 0.7615 Epoch 6/10... Discriminator Loss: 1.2745... Generator Loss: 0.7924 Epoch 6/10... Discriminator Loss: 1.1876... Generator Loss: 0.8526 Epoch 6/10... Discriminator Loss: 1.2046... Generator Loss: 0.7884
Epoch 6/10... Discriminator Loss: 1.1970... Generator Loss: 0.9098 Epoch 6/10... Discriminator Loss: 1.2721... Generator Loss: 0.8180 Epoch 6/10... Discriminator Loss: 1.2230... Generator Loss: 0.8366 Epoch 6/10... Discriminator Loss: 1.2472... Generator Loss: 0.7887 Epoch 6/10... Discriminator Loss: 1.2166... Generator Loss: 0.8210 Epoch 6/10... Discriminator Loss: 1.1524... Generator Loss: 0.9516 Epoch 6/10... Discriminator Loss: 1.2760... Generator Loss: 0.8059 Epoch 6/10... Discriminator Loss: 1.2895... Generator Loss: 0.7392 Epoch 6/10... Discriminator Loss: 1.2258... Generator Loss: 0.8213 Epoch 6/10... Discriminator Loss: 1.3347... Generator Loss: 0.7686
Epoch 6/10... Discriminator Loss: 1.2401... Generator Loss: 0.8124 Epoch 6/10... Discriminator Loss: 1.2725... Generator Loss: 0.8056 Epoch 6/10... Discriminator Loss: 1.2061... Generator Loss: 0.8411 Epoch 6/10... Discriminator Loss: 1.2066... Generator Loss: 0.8262 Epoch 6/10... Discriminator Loss: 1.1862... Generator Loss: 0.8917 Epoch 6/10... Discriminator Loss: 1.2768... Generator Loss: 0.9269 Epoch 6/10... Discriminator Loss: 1.1674... Generator Loss: 0.8761 Epoch 6/10... Discriminator Loss: 1.1041... Generator Loss: 0.9051 Epoch 6/10... Discriminator Loss: 1.2651... Generator Loss: 0.8140 Epoch 6/10... Discriminator Loss: 1.1614... Generator Loss: 0.8106
Epoch 6/10... Discriminator Loss: 1.1932... Generator Loss: 0.9477 Epoch 6/10... Discriminator Loss: 1.1578... Generator Loss: 0.9602 Epoch 6/10... Discriminator Loss: 1.2220... Generator Loss: 0.8580 Epoch 6/10... Discriminator Loss: 1.1976... Generator Loss: 0.8629 Epoch 6/10... Discriminator Loss: 1.2976... Generator Loss: 0.7405 Epoch 6/10... Discriminator Loss: 1.2830... Generator Loss: 0.7605 Epoch 6/10... Discriminator Loss: 1.3368... Generator Loss: 0.7486 Epoch 6/10... Discriminator Loss: 1.1425... Generator Loss: 0.8317 Epoch 6/10... Discriminator Loss: 1.3045... Generator Loss: 0.8000 Epoch 6/10... Discriminator Loss: 1.3797... Generator Loss: 0.6677
Epoch 6/10... Discriminator Loss: 1.2233... Generator Loss: 0.7988 Epoch 6/10... Discriminator Loss: 1.3643... Generator Loss: 0.7423 Epoch 6/10... Discriminator Loss: 1.2808... Generator Loss: 0.8714 Epoch 6/10... Discriminator Loss: 1.2109... Generator Loss: 0.8404 Epoch 6/10... Discriminator Loss: 1.2868... Generator Loss: 0.7852 Epoch 6/10... Discriminator Loss: 1.1626... Generator Loss: 0.8642 Epoch 6/10... Discriminator Loss: 1.1167... Generator Loss: 0.9182 Epoch 6/10... Discriminator Loss: 1.1688... Generator Loss: 0.8682 Epoch 6/10... Discriminator Loss: 1.2460... Generator Loss: 0.7709 Epoch 6/10... Discriminator Loss: 1.2234... Generator Loss: 0.8786
Epoch 6/10... Discriminator Loss: 1.1686... Generator Loss: 0.9232 Epoch 6/10... Discriminator Loss: 1.3161... Generator Loss: 0.7487 Epoch 6/10... Discriminator Loss: 1.3094... Generator Loss: 0.8140 Epoch 6/10... Discriminator Loss: 1.2566... Generator Loss: 0.8674 Epoch 6/10... Discriminator Loss: 1.1834... Generator Loss: 0.8381 Epoch 6/10... Discriminator Loss: 1.2076... Generator Loss: 0.8776 Epoch 6/10... Discriminator Loss: 1.1208... Generator Loss: 0.8751 Epoch 6/10... Discriminator Loss: 1.3020... Generator Loss: 0.6361 Epoch 6/10... Discriminator Loss: 1.0846... Generator Loss: 1.0280 Epoch 6/10... Discriminator Loss: 1.2102... Generator Loss: 0.8199
Epoch 6/10... Discriminator Loss: 1.1687... Generator Loss: 0.9481 Epoch 6/10... Discriminator Loss: 1.2297... Generator Loss: 0.8627 Epoch 6/10... Discriminator Loss: 1.2410... Generator Loss: 0.8977 Epoch 6/10... Discriminator Loss: 1.1442... Generator Loss: 0.8420 Epoch 6/10... Discriminator Loss: 1.2580... Generator Loss: 0.7236 Epoch 6/10... Discriminator Loss: 1.5874... Generator Loss: 0.5081 Epoch 6/10... Discriminator Loss: 1.1108... Generator Loss: 0.9408 Epoch 6/10... Discriminator Loss: 1.1971... Generator Loss: 0.8479 Epoch 6/10... Discriminator Loss: 1.1848... Generator Loss: 0.8490 Epoch 6/10... Discriminator Loss: 1.2103... Generator Loss: 0.9128
Epoch 6/10... Discriminator Loss: 1.2383... Generator Loss: 0.7320 Epoch 6/10... Discriminator Loss: 1.2172... Generator Loss: 0.8231 Epoch 6/10... Discriminator Loss: 1.1592... Generator Loss: 0.8685 Epoch 6/10... Discriminator Loss: 1.1664... Generator Loss: 0.8355 Epoch 6/10... Discriminator Loss: 1.2814... Generator Loss: 0.9680 Epoch 6/10... Discriminator Loss: 1.0181... Generator Loss: 0.9277 Epoch 6/10... Discriminator Loss: 1.2054... Generator Loss: 0.8069 Epoch 6/10... Discriminator Loss: 1.3473... Generator Loss: 0.7316 Epoch 6/10... Discriminator Loss: 1.1756... Generator Loss: 0.8910 Epoch 6/10... Discriminator Loss: 1.2648... Generator Loss: 0.7247
Epoch 6/10... Discriminator Loss: 1.0587... Generator Loss: 0.9114 Epoch 6/10... Discriminator Loss: 1.4546... Generator Loss: 0.5972 Epoch 6/10... Discriminator Loss: 1.0584... Generator Loss: 1.1581 Epoch 6/10... Discriminator Loss: 1.1932... Generator Loss: 0.8280 Epoch 6/10... Discriminator Loss: 1.2360... Generator Loss: 0.8013 Epoch 6/10... Discriminator Loss: 1.2900... Generator Loss: 0.9335 Epoch 6/10... Discriminator Loss: 1.0336... Generator Loss: 0.9924 Epoch 6/10... Discriminator Loss: 1.1810... Generator Loss: 0.8165 Epoch 6/10... Discriminator Loss: 1.1357... Generator Loss: 0.8854 Epoch 6/10... Discriminator Loss: 1.2619... Generator Loss: 0.8546
Epoch 6/10... Discriminator Loss: 1.3198... Generator Loss: 1.0736 Epoch 6/10... Discriminator Loss: 1.2437... Generator Loss: 0.8000 Epoch 6/10... Discriminator Loss: 1.1950... Generator Loss: 1.2946 Epoch 6/10... Discriminator Loss: 1.2447... Generator Loss: 0.8752 Epoch 6/10... Discriminator Loss: 1.1898... Generator Loss: 0.8274 Epoch 6/10... Discriminator Loss: 1.2988... Generator Loss: 0.6841 Epoch 6/10... Discriminator Loss: 1.1417... Generator Loss: 0.8810 Epoch 6/10... Discriminator Loss: 1.2914... Generator Loss: 0.7207 Epoch 6/10... Discriminator Loss: 1.2303... Generator Loss: 0.8298 Epoch 6/10... Discriminator Loss: 1.3374... Generator Loss: 0.7865
Epoch 6/10... Discriminator Loss: 1.1615... Generator Loss: 0.9075 Epoch 6/10... Discriminator Loss: 1.2473... Generator Loss: 0.8078 Epoch 6/10... Discriminator Loss: 1.2079... Generator Loss: 0.8304 Epoch 6/10... Discriminator Loss: 1.2184... Generator Loss: 0.8355 Epoch 6/10... Discriminator Loss: 1.1527... Generator Loss: 1.0158 Epoch 6/10... Discriminator Loss: 1.1357... Generator Loss: 0.8240 Epoch 6/10... Discriminator Loss: 1.1980... Generator Loss: 0.8511 Epoch 6/10... Discriminator Loss: 1.2027... Generator Loss: 0.9436 Epoch 6/10... Discriminator Loss: 1.2811... Generator Loss: 0.8000 Epoch 6/10... Discriminator Loss: 1.2040... Generator Loss: 0.8003
Epoch 6/10... Discriminator Loss: 1.2163... Generator Loss: 0.7926 Epoch 6/10... Discriminator Loss: 1.2942... Generator Loss: 0.7199 Epoch 6/10... Discriminator Loss: 1.2216... Generator Loss: 0.7853 Epoch 6/10... Discriminator Loss: 1.2026... Generator Loss: 0.7625 Epoch 6/10... Discriminator Loss: 1.2293... Generator Loss: 0.9613 Epoch 6/10... Discriminator Loss: 1.2186... Generator Loss: 0.9393 Epoch 6/10... Discriminator Loss: 1.1699... Generator Loss: 0.7990 Epoch 6/10... Discriminator Loss: 1.3486... Generator Loss: 0.8864 Epoch 6/10... Discriminator Loss: 1.1717... Generator Loss: 0.9349 Epoch 6/10... Discriminator Loss: 1.1090... Generator Loss: 1.2011
Epoch 6/10... Discriminator Loss: 1.2125... Generator Loss: 0.7697 Epoch 6/10... Discriminator Loss: 1.1593... Generator Loss: 0.8772 Epoch 6/10... Discriminator Loss: 1.2396... Generator Loss: 0.7996 Epoch 6/10... Discriminator Loss: 1.2109... Generator Loss: 0.8224 Epoch 6/10... Discriminator Loss: 1.2953... Generator Loss: 0.7759 Epoch 6/10... Discriminator Loss: 1.2097... Generator Loss: 0.8819 Epoch 6/10... Discriminator Loss: 1.1878... Generator Loss: 0.8110 Epoch 6/10... Discriminator Loss: 1.1078... Generator Loss: 1.0194 Epoch 6/10... Discriminator Loss: 1.2339... Generator Loss: 0.8165 Epoch 6/10... Discriminator Loss: 1.3367... Generator Loss: 0.7991
Epoch 6/10... Discriminator Loss: 1.0789... Generator Loss: 1.2069 Epoch 6/10... Discriminator Loss: 1.1355... Generator Loss: 0.8901 Epoch 6/10... Discriminator Loss: 1.1942... Generator Loss: 0.7714 Epoch 6/10... Discriminator Loss: 1.1678... Generator Loss: 0.8370 Epoch 6/10... Discriminator Loss: 1.1123... Generator Loss: 0.9552 Epoch 6/10... Discriminator Loss: 1.2485... Generator Loss: 0.7970 Epoch 6/10... Discriminator Loss: 1.3765... Generator Loss: 0.8405 Epoch 6/10... Discriminator Loss: 1.3087... Generator Loss: 0.7654 Epoch 6/10... Discriminator Loss: 1.1029... Generator Loss: 0.9452 Epoch 6/10... Discriminator Loss: 1.1895... Generator Loss: 0.8698
Epoch 6/10... Discriminator Loss: 1.2276... Generator Loss: 0.7367 Epoch 6/10... Discriminator Loss: 1.1213... Generator Loss: 0.9457 Epoch 6/10... Discriminator Loss: 1.2527... Generator Loss: 0.7663 Epoch 6/10... Discriminator Loss: 1.2591... Generator Loss: 0.8155 Epoch 6/10... Discriminator Loss: 1.2205... Generator Loss: 0.9019 Epoch 6/10... Discriminator Loss: 1.2125... Generator Loss: 0.7931 Epoch 6/10... Discriminator Loss: 1.1991... Generator Loss: 0.7934 Epoch 6/10... Discriminator Loss: 1.2488... Generator Loss: 0.8901 Epoch 6/10... Discriminator Loss: 1.1614... Generator Loss: 0.8536 Epoch 6/10... Discriminator Loss: 1.2292... Generator Loss: 0.8061
Epoch 6/10... Discriminator Loss: 1.3449... Generator Loss: 0.7458 Epoch 6/10... Discriminator Loss: 1.3053... Generator Loss: 0.7909 Epoch 6/10... Discriminator Loss: 1.2331... Generator Loss: 0.8779 Epoch 6/10... Discriminator Loss: 1.1144... Generator Loss: 0.8192 Epoch 6/10... Discriminator Loss: 1.1975... Generator Loss: 0.8091 Epoch 6/10... Discriminator Loss: 1.1536... Generator Loss: 0.8739 Epoch 6/10... Discriminator Loss: 1.2820... Generator Loss: 0.6997 Epoch 6/10... Discriminator Loss: 1.2596... Generator Loss: 0.6806 Epoch 6/10... Discriminator Loss: 1.1869... Generator Loss: 0.8086 Epoch 6/10... Discriminator Loss: 1.1156... Generator Loss: 1.0173
Epoch 6/10... Discriminator Loss: 1.2093... Generator Loss: 0.8652 Epoch 6/10... Discriminator Loss: 1.0995... Generator Loss: 0.9382 Epoch 6/10... Discriminator Loss: 1.2542... Generator Loss: 0.7727 Epoch 6/10... Discriminator Loss: 1.3183... Generator Loss: 0.7591 Epoch 6/10... Discriminator Loss: 1.2151... Generator Loss: 0.8028 Epoch 6/10... Discriminator Loss: 1.0419... Generator Loss: 1.0438 Epoch 6/10... Discriminator Loss: 1.1826... Generator Loss: 0.8667 Epoch 6/10... Discriminator Loss: 1.1571... Generator Loss: 0.8865 Epoch 6/10... Discriminator Loss: 1.2565... Generator Loss: 0.8571 Epoch 7/10... Discriminator Loss: 1.1953... Generator Loss: 0.8405
Epoch 7/10... Discriminator Loss: 1.1082... Generator Loss: 1.1025 Epoch 7/10... Discriminator Loss: 1.0900... Generator Loss: 0.9214 Epoch 7/10... Discriminator Loss: 1.2562... Generator Loss: 0.7346 Epoch 7/10... Discriminator Loss: 1.1688... Generator Loss: 0.8093 Epoch 7/10... Discriminator Loss: 1.1219... Generator Loss: 0.9590 Epoch 7/10... Discriminator Loss: 1.1292... Generator Loss: 0.9611 Epoch 7/10... Discriminator Loss: 1.2668... Generator Loss: 0.7697 Epoch 7/10... Discriminator Loss: 1.1539... Generator Loss: 0.8350 Epoch 7/10... Discriminator Loss: 1.1762... Generator Loss: 0.8706 Epoch 7/10... Discriminator Loss: 1.2209... Generator Loss: 0.7932
Epoch 7/10... Discriminator Loss: 1.3545... Generator Loss: 0.6858 Epoch 7/10... Discriminator Loss: 1.3114... Generator Loss: 0.7199 Epoch 7/10... Discriminator Loss: 1.1711... Generator Loss: 0.7773 Epoch 7/10... Discriminator Loss: 1.2732... Generator Loss: 0.7510 Epoch 7/10... Discriminator Loss: 1.2152... Generator Loss: 0.8861 Epoch 7/10... Discriminator Loss: 1.1922... Generator Loss: 0.9465 Epoch 7/10... Discriminator Loss: 1.3794... Generator Loss: 0.9253 Epoch 7/10... Discriminator Loss: 1.2019... Generator Loss: 0.7918 Epoch 7/10... Discriminator Loss: 1.2262... Generator Loss: 0.8428 Epoch 7/10... Discriminator Loss: 1.1826... Generator Loss: 0.8439
Epoch 7/10... Discriminator Loss: 1.1769... Generator Loss: 0.8748 Epoch 7/10... Discriminator Loss: 1.4672... Generator Loss: 0.7870 Epoch 7/10... Discriminator Loss: 1.1505... Generator Loss: 0.9608 Epoch 7/10... Discriminator Loss: 1.1460... Generator Loss: 0.9606 Epoch 7/10... Discriminator Loss: 1.2897... Generator Loss: 0.7073 Epoch 7/10... Discriminator Loss: 1.1385... Generator Loss: 1.0176 Epoch 7/10... Discriminator Loss: 1.2234... Generator Loss: 0.9236 Epoch 7/10... Discriminator Loss: 1.0637... Generator Loss: 0.9000 Epoch 7/10... Discriminator Loss: 1.3080... Generator Loss: 0.7266 Epoch 7/10... Discriminator Loss: 1.2381... Generator Loss: 0.8506
Epoch 7/10... Discriminator Loss: 1.3104... Generator Loss: 0.7604 Epoch 7/10... Discriminator Loss: 1.2371... Generator Loss: 0.8278 Epoch 7/10... Discriminator Loss: 1.3368... Generator Loss: 0.7758 Epoch 7/10... Discriminator Loss: 1.1114... Generator Loss: 0.9104 Epoch 7/10... Discriminator Loss: 1.3068... Generator Loss: 0.6849 Epoch 7/10... Discriminator Loss: 1.2791... Generator Loss: 0.7110 Epoch 7/10... Discriminator Loss: 1.1786... Generator Loss: 0.8162 Epoch 7/10... Discriminator Loss: 1.3287... Generator Loss: 0.7373 Epoch 7/10... Discriminator Loss: 1.4204... Generator Loss: 0.8328 Epoch 7/10... Discriminator Loss: 1.1733... Generator Loss: 0.9107
Epoch 7/10... Discriminator Loss: 1.1350... Generator Loss: 1.0970 Epoch 7/10... Discriminator Loss: 1.2132... Generator Loss: 0.7839 Epoch 7/10... Discriminator Loss: 1.2618... Generator Loss: 0.8174 Epoch 7/10... Discriminator Loss: 1.3018... Generator Loss: 0.7850 Epoch 7/10... Discriminator Loss: 1.0141... Generator Loss: 1.0796 Epoch 7/10... Discriminator Loss: 1.1484... Generator Loss: 0.8280 Epoch 7/10... Discriminator Loss: 1.0114... Generator Loss: 1.0691 Epoch 7/10... Discriminator Loss: 1.2573... Generator Loss: 0.7633 Epoch 7/10... Discriminator Loss: 1.3450... Generator Loss: 0.8490 Epoch 7/10... Discriminator Loss: 1.2808... Generator Loss: 0.8209
Epoch 7/10... Discriminator Loss: 1.3011... Generator Loss: 0.7960 Epoch 7/10... Discriminator Loss: 1.2039... Generator Loss: 0.8742 Epoch 7/10... Discriminator Loss: 1.4281... Generator Loss: 0.6833 Epoch 7/10... Discriminator Loss: 1.1202... Generator Loss: 1.0422 Epoch 7/10... Discriminator Loss: 1.1295... Generator Loss: 0.9664 Epoch 7/10... Discriminator Loss: 1.3549... Generator Loss: 0.6040 Epoch 7/10... Discriminator Loss: 1.2154... Generator Loss: 0.8470 Epoch 7/10... Discriminator Loss: 1.2699... Generator Loss: 0.8580 Epoch 7/10... Discriminator Loss: 1.0885... Generator Loss: 0.9731 Epoch 7/10... Discriminator Loss: 1.1515... Generator Loss: 0.8878
Epoch 7/10... Discriminator Loss: 1.1003... Generator Loss: 0.9462 Epoch 7/10... Discriminator Loss: 1.3349... Generator Loss: 0.7488 Epoch 7/10... Discriminator Loss: 1.1764... Generator Loss: 0.8531 Epoch 7/10... Discriminator Loss: 1.3283... Generator Loss: 0.7076 Epoch 7/10... Discriminator Loss: 1.1522... Generator Loss: 0.9736 Epoch 7/10... Discriminator Loss: 1.4361... Generator Loss: 0.7708 Epoch 7/10... Discriminator Loss: 1.2603... Generator Loss: 0.8989 Epoch 7/10... Discriminator Loss: 1.5426... Generator Loss: 0.5069 Epoch 7/10... Discriminator Loss: 1.3212... Generator Loss: 0.8608 Epoch 7/10... Discriminator Loss: 1.1864... Generator Loss: 1.0855
Epoch 7/10... Discriminator Loss: 1.1152... Generator Loss: 0.8523 Epoch 7/10... Discriminator Loss: 1.2193... Generator Loss: 0.8039 Epoch 7/10... Discriminator Loss: 1.2676... Generator Loss: 0.7027 Epoch 7/10... Discriminator Loss: 1.1322... Generator Loss: 0.9255 Epoch 7/10... Discriminator Loss: 1.1990... Generator Loss: 0.8336 Epoch 7/10... Discriminator Loss: 1.0868... Generator Loss: 0.9183 Epoch 7/10... Discriminator Loss: 1.1085... Generator Loss: 1.0321 Epoch 7/10... Discriminator Loss: 1.2504... Generator Loss: 0.8089 Epoch 7/10... Discriminator Loss: 1.2654... Generator Loss: 0.8210 Epoch 7/10... Discriminator Loss: 1.3272... Generator Loss: 0.7540
Epoch 7/10... Discriminator Loss: 1.2827... Generator Loss: 0.9155 Epoch 7/10... Discriminator Loss: 1.3963... Generator Loss: 0.6915 Epoch 7/10... Discriminator Loss: 1.2262... Generator Loss: 0.7468 Epoch 7/10... Discriminator Loss: 1.2527... Generator Loss: 0.8865 Epoch 7/10... Discriminator Loss: 1.2019... Generator Loss: 0.7806 Epoch 7/10... Discriminator Loss: 1.1709... Generator Loss: 0.8366 Epoch 7/10... Discriminator Loss: 1.2844... Generator Loss: 0.7788 Epoch 7/10... Discriminator Loss: 1.5112... Generator Loss: 0.5746 Epoch 7/10... Discriminator Loss: 1.1231... Generator Loss: 0.9513 Epoch 7/10... Discriminator Loss: 1.4333... Generator Loss: 0.5681
Epoch 7/10... Discriminator Loss: 1.1893... Generator Loss: 0.9019 Epoch 7/10... Discriminator Loss: 1.2413... Generator Loss: 0.8891 Epoch 7/10... Discriminator Loss: 1.1870... Generator Loss: 0.9236 Epoch 7/10... Discriminator Loss: 1.1422... Generator Loss: 0.8710 Epoch 7/10... Discriminator Loss: 1.1728... Generator Loss: 0.9295 Epoch 7/10... Discriminator Loss: 1.2788... Generator Loss: 0.7574 Epoch 7/10... Discriminator Loss: 1.1224... Generator Loss: 1.0528 Epoch 7/10... Discriminator Loss: 1.3164... Generator Loss: 0.9232 Epoch 7/10... Discriminator Loss: 1.3484... Generator Loss: 0.6953 Epoch 7/10... Discriminator Loss: 1.1190... Generator Loss: 0.8763
Epoch 7/10... Discriminator Loss: 1.1509... Generator Loss: 0.9233 Epoch 7/10... Discriminator Loss: 1.3297... Generator Loss: 0.6273 Epoch 7/10... Discriminator Loss: 1.1558... Generator Loss: 0.7920 Epoch 7/10... Discriminator Loss: 1.3086... Generator Loss: 0.7131 Epoch 7/10... Discriminator Loss: 1.3000... Generator Loss: 0.7067 Epoch 7/10... Discriminator Loss: 1.1313... Generator Loss: 0.9375 Epoch 7/10... Discriminator Loss: 1.1648... Generator Loss: 0.8164 Epoch 7/10... Discriminator Loss: 1.1868... Generator Loss: 0.7443 Epoch 7/10... Discriminator Loss: 1.2951... Generator Loss: 0.8300 Epoch 7/10... Discriminator Loss: 1.2697... Generator Loss: 0.7816
Epoch 7/10... Discriminator Loss: 1.1397... Generator Loss: 0.9416 Epoch 7/10... Discriminator Loss: 1.3477... Generator Loss: 0.6638 Epoch 7/10... Discriminator Loss: 1.2401... Generator Loss: 0.8892 Epoch 7/10... Discriminator Loss: 1.2026... Generator Loss: 0.9414 Epoch 7/10... Discriminator Loss: 1.2832... Generator Loss: 0.6758 Epoch 7/10... Discriminator Loss: 1.2816... Generator Loss: 0.7565 Epoch 7/10... Discriminator Loss: 1.2719... Generator Loss: 0.7543 Epoch 7/10... Discriminator Loss: 1.1264... Generator Loss: 0.9516 Epoch 7/10... Discriminator Loss: 1.2309... Generator Loss: 0.8576 Epoch 7/10... Discriminator Loss: 1.3403... Generator Loss: 0.7406
Epoch 7/10... Discriminator Loss: 1.3354... Generator Loss: 0.6025 Epoch 7/10... Discriminator Loss: 1.1916... Generator Loss: 1.0349 Epoch 7/10... Discriminator Loss: 1.2237... Generator Loss: 0.7892 Epoch 7/10... Discriminator Loss: 1.4678... Generator Loss: 0.7546 Epoch 7/10... Discriminator Loss: 1.1467... Generator Loss: 0.8144 Epoch 7/10... Discriminator Loss: 1.2427... Generator Loss: 0.8429 Epoch 7/10... Discriminator Loss: 1.2861... Generator Loss: 0.7540 Epoch 7/10... Discriminator Loss: 0.9802... Generator Loss: 0.9597 Epoch 7/10... Discriminator Loss: 1.2025... Generator Loss: 0.9527 Epoch 7/10... Discriminator Loss: 1.1919... Generator Loss: 0.7726
Epoch 7/10... Discriminator Loss: 1.1422... Generator Loss: 0.8678 Epoch 7/10... Discriminator Loss: 1.1562... Generator Loss: 0.8514 Epoch 7/10... Discriminator Loss: 1.1810... Generator Loss: 0.8787 Epoch 7/10... Discriminator Loss: 1.1655... Generator Loss: 0.8504 Epoch 7/10... Discriminator Loss: 1.2576... Generator Loss: 0.7813 Epoch 7/10... Discriminator Loss: 1.1767... Generator Loss: 0.8756 Epoch 7/10... Discriminator Loss: 1.3134... Generator Loss: 0.7397 Epoch 7/10... Discriminator Loss: 1.3481... Generator Loss: 0.7486 Epoch 7/10... Discriminator Loss: 1.2203... Generator Loss: 0.8309 Epoch 7/10... Discriminator Loss: 1.2225... Generator Loss: 0.7527
Epoch 7/10... Discriminator Loss: 1.2709... Generator Loss: 0.8517 Epoch 7/10... Discriminator Loss: 1.0690... Generator Loss: 0.9929 Epoch 7/10... Discriminator Loss: 1.1234... Generator Loss: 0.8981 Epoch 7/10... Discriminator Loss: 1.2695... Generator Loss: 0.7274 Epoch 7/10... Discriminator Loss: 1.1815... Generator Loss: 0.8186 Epoch 7/10... Discriminator Loss: 1.3360... Generator Loss: 0.6855 Epoch 7/10... Discriminator Loss: 1.2120... Generator Loss: 0.9271 Epoch 7/10... Discriminator Loss: 1.0652... Generator Loss: 0.9510 Epoch 7/10... Discriminator Loss: 1.5726... Generator Loss: 1.3566 Epoch 7/10... Discriminator Loss: 1.8705... Generator Loss: 0.8261
Epoch 7/10... Discriminator Loss: 1.3916... Generator Loss: 0.7856 Epoch 7/10... Discriminator Loss: 1.3190... Generator Loss: 0.8090 Epoch 7/10... Discriminator Loss: 1.1920... Generator Loss: 0.7935 Epoch 7/10... Discriminator Loss: 1.4348... Generator Loss: 0.7851 Epoch 7/10... Discriminator Loss: 1.2977... Generator Loss: 0.8196 Epoch 7/10... Discriminator Loss: 1.2002... Generator Loss: 0.8062 Epoch 7/10... Discriminator Loss: 1.3230... Generator Loss: 0.7303 Epoch 7/10... Discriminator Loss: 1.2446... Generator Loss: 0.7618 Epoch 7/10... Discriminator Loss: 1.2929... Generator Loss: 0.8052 Epoch 7/10... Discriminator Loss: 1.2548... Generator Loss: 0.7265
Epoch 7/10... Discriminator Loss: 1.3052... Generator Loss: 0.7467 Epoch 7/10... Discriminator Loss: 1.3209... Generator Loss: 0.6673 Epoch 7/10... Discriminator Loss: 1.1984... Generator Loss: 0.7941 Epoch 7/10... Discriminator Loss: 1.2595... Generator Loss: 0.7905 Epoch 7/10... Discriminator Loss: 1.1761... Generator Loss: 0.8056 Epoch 7/10... Discriminator Loss: 1.2156... Generator Loss: 0.8407 Epoch 7/10... Discriminator Loss: 1.1936... Generator Loss: 0.8310 Epoch 7/10... Discriminator Loss: 1.2245... Generator Loss: 0.8719 Epoch 7/10... Discriminator Loss: 1.3518... Generator Loss: 0.7362 Epoch 7/10... Discriminator Loss: 1.2828... Generator Loss: 0.7330
Epoch 7/10... Discriminator Loss: 1.1521... Generator Loss: 0.8281 Epoch 7/10... Discriminator Loss: 1.1254... Generator Loss: 0.8397 Epoch 7/10... Discriminator Loss: 1.2511... Generator Loss: 0.7849 Epoch 7/10... Discriminator Loss: 1.2398... Generator Loss: 0.7628 Epoch 7/10... Discriminator Loss: 1.2402... Generator Loss: 0.7725 Epoch 7/10... Discriminator Loss: 1.3388... Generator Loss: 0.6762 Epoch 7/10... Discriminator Loss: 1.4328... Generator Loss: 0.6978 Epoch 7/10... Discriminator Loss: 1.2781... Generator Loss: 0.7371 Epoch 7/10... Discriminator Loss: 1.2801... Generator Loss: 0.7252 Epoch 7/10... Discriminator Loss: 1.2344... Generator Loss: 0.8688
Epoch 7/10... Discriminator Loss: 1.2159... Generator Loss: 0.8791 Epoch 7/10... Discriminator Loss: 1.2555... Generator Loss: 0.8215 Epoch 7/10... Discriminator Loss: 1.2435... Generator Loss: 0.7760 Epoch 7/10... Discriminator Loss: 1.3230... Generator Loss: 0.7098 Epoch 7/10... Discriminator Loss: 1.2004... Generator Loss: 0.8261 Epoch 7/10... Discriminator Loss: 1.0861... Generator Loss: 0.9944 Epoch 7/10... Discriminator Loss: 1.2372... Generator Loss: 0.7433 Epoch 7/10... Discriminator Loss: 1.1294... Generator Loss: 0.9594 Epoch 7/10... Discriminator Loss: 1.2297... Generator Loss: 0.9195 Epoch 7/10... Discriminator Loss: 1.1740... Generator Loss: 0.8236
Epoch 7/10... Discriminator Loss: 1.2747... Generator Loss: 0.7533 Epoch 7/10... Discriminator Loss: 1.2380... Generator Loss: 0.8538 Epoch 7/10... Discriminator Loss: 1.4243... Generator Loss: 0.9168 Epoch 7/10... Discriminator Loss: 1.2319... Generator Loss: 0.8402 Epoch 7/10... Discriminator Loss: 1.1531... Generator Loss: 1.0337 Epoch 7/10... Discriminator Loss: 1.2708... Generator Loss: 0.7707 Epoch 7/10... Discriminator Loss: 0.9200... Generator Loss: 1.0852 Epoch 7/10... Discriminator Loss: 1.1880... Generator Loss: 0.9055 Epoch 7/10... Discriminator Loss: 1.1152... Generator Loss: 0.9015 Epoch 7/10... Discriminator Loss: 1.1700... Generator Loss: 0.9534
Epoch 7/10... Discriminator Loss: 1.1855... Generator Loss: 0.8764 Epoch 7/10... Discriminator Loss: 1.0763... Generator Loss: 1.0527 Epoch 7/10... Discriminator Loss: 1.1332... Generator Loss: 0.9074 Epoch 7/10... Discriminator Loss: 1.0975... Generator Loss: 0.8337 Epoch 7/10... Discriminator Loss: 1.2683... Generator Loss: 0.7595 Epoch 7/10... Discriminator Loss: 1.2008... Generator Loss: 0.8266 Epoch 7/10... Discriminator Loss: 1.1530... Generator Loss: 0.8818 Epoch 7/10... Discriminator Loss: 1.2835... Generator Loss: 0.6846 Epoch 7/10... Discriminator Loss: 1.0967... Generator Loss: 0.9019 Epoch 7/10... Discriminator Loss: 1.2235... Generator Loss: 0.8001
Epoch 7/10... Discriminator Loss: 1.2976... Generator Loss: 0.8324 Epoch 7/10... Discriminator Loss: 1.2150... Generator Loss: 0.8095 Epoch 7/10... Discriminator Loss: 1.3406... Generator Loss: 0.7724 Epoch 7/10... Discriminator Loss: 1.0982... Generator Loss: 0.9731 Epoch 7/10... Discriminator Loss: 1.1884... Generator Loss: 0.8011 Epoch 7/10... Discriminator Loss: 1.1577... Generator Loss: 0.8696 Epoch 7/10... Discriminator Loss: 1.1070... Generator Loss: 0.9111 Epoch 7/10... Discriminator Loss: 1.1551... Generator Loss: 1.0596 Epoch 7/10... Discriminator Loss: 1.2954... Generator Loss: 0.6783 Epoch 7/10... Discriminator Loss: 1.3119... Generator Loss: 0.8631
Epoch 7/10... Discriminator Loss: 1.2364... Generator Loss: 0.9229 Epoch 7/10... Discriminator Loss: 1.2543... Generator Loss: 0.7974 Epoch 7/10... Discriminator Loss: 1.3722... Generator Loss: 0.9007 Epoch 7/10... Discriminator Loss: 1.1474... Generator Loss: 0.9307 Epoch 7/10... Discriminator Loss: 1.2096... Generator Loss: 0.8476 Epoch 7/10... Discriminator Loss: 1.1481... Generator Loss: 0.8728 Epoch 7/10... Discriminator Loss: 1.3190... Generator Loss: 0.8787 Epoch 7/10... Discriminator Loss: 1.1668... Generator Loss: 0.8956 Epoch 7/10... Discriminator Loss: 0.9902... Generator Loss: 0.8767 Epoch 7/10... Discriminator Loss: 1.2071... Generator Loss: 1.0083
Epoch 7/10... Discriminator Loss: 1.1037... Generator Loss: 0.8847 Epoch 7/10... Discriminator Loss: 1.2255... Generator Loss: 0.9975 Epoch 7/10... Discriminator Loss: 1.3288... Generator Loss: 0.6806 Epoch 7/10... Discriminator Loss: 1.2404... Generator Loss: 0.8848 Epoch 7/10... Discriminator Loss: 1.4301... Generator Loss: 0.8368 Epoch 7/10... Discriminator Loss: 1.2293... Generator Loss: 0.8246 Epoch 7/10... Discriminator Loss: 1.3513... Generator Loss: 0.7096 Epoch 7/10... Discriminator Loss: 1.1352... Generator Loss: 0.8394 Epoch 7/10... Discriminator Loss: 1.3117... Generator Loss: 0.7480 Epoch 7/10... Discriminator Loss: 1.3384... Generator Loss: 0.6450
Epoch 7/10... Discriminator Loss: 1.4172... Generator Loss: 0.7331 Epoch 7/10... Discriminator Loss: 0.9848... Generator Loss: 1.0502 Epoch 7/10... Discriminator Loss: 1.0777... Generator Loss: 0.9462 Epoch 7/10... Discriminator Loss: 1.1677... Generator Loss: 0.8337 Epoch 7/10... Discriminator Loss: 1.2009... Generator Loss: 0.7862 Epoch 7/10... Discriminator Loss: 1.1955... Generator Loss: 0.7911 Epoch 7/10... Discriminator Loss: 1.1506... Generator Loss: 0.8036 Epoch 7/10... Discriminator Loss: 1.2743... Generator Loss: 0.8807 Epoch 7/10... Discriminator Loss: 1.1579... Generator Loss: 0.9473 Epoch 7/10... Discriminator Loss: 1.1369... Generator Loss: 0.9591
Epoch 7/10... Discriminator Loss: 1.1439... Generator Loss: 0.9774 Epoch 7/10... Discriminator Loss: 1.2704... Generator Loss: 0.7545 Epoch 7/10... Discriminator Loss: 1.2375... Generator Loss: 0.6813 Epoch 7/10... Discriminator Loss: 1.3566... Generator Loss: 0.7772 Epoch 7/10... Discriminator Loss: 1.2173... Generator Loss: 1.0528 Epoch 7/10... Discriminator Loss: 1.0413... Generator Loss: 0.8755 Epoch 7/10... Discriminator Loss: 1.2581... Generator Loss: 0.8009 Epoch 7/10... Discriminator Loss: 1.1363... Generator Loss: 0.8904 Epoch 7/10... Discriminator Loss: 1.2857... Generator Loss: 0.7965 Epoch 7/10... Discriminator Loss: 1.1188... Generator Loss: 0.8265
Epoch 7/10... Discriminator Loss: 1.2757... Generator Loss: 0.9571 Epoch 7/10... Discriminator Loss: 1.1517... Generator Loss: 0.8701 Epoch 7/10... Discriminator Loss: 1.2196... Generator Loss: 0.8706 Epoch 7/10... Discriminator Loss: 1.2377... Generator Loss: 0.8239 Epoch 7/10... Discriminator Loss: 1.1609... Generator Loss: 0.8654 Epoch 7/10... Discriminator Loss: 1.2812... Generator Loss: 0.8483 Epoch 7/10... Discriminator Loss: 1.2023... Generator Loss: 0.8400 Epoch 7/10... Discriminator Loss: 1.1216... Generator Loss: 0.8589 Epoch 7/10... Discriminator Loss: 1.2427... Generator Loss: 0.7735 Epoch 7/10... Discriminator Loss: 1.0325... Generator Loss: 0.9471
Epoch 7/10... Discriminator Loss: 1.2211... Generator Loss: 0.7682 Epoch 7/10... Discriminator Loss: 1.4147... Generator Loss: 0.7343 Epoch 7/10... Discriminator Loss: 1.3153... Generator Loss: 1.1953 Epoch 7/10... Discriminator Loss: 1.3649... Generator Loss: 0.7055 Epoch 7/10... Discriminator Loss: 1.1974... Generator Loss: 0.8014 Epoch 7/10... Discriminator Loss: 1.3782... Generator Loss: 0.6744 Epoch 7/10... Discriminator Loss: 1.1392... Generator Loss: 0.9897 Epoch 7/10... Discriminator Loss: 1.2646... Generator Loss: 0.9061 Epoch 7/10... Discriminator Loss: 1.2244... Generator Loss: 0.8566 Epoch 7/10... Discriminator Loss: 1.2981... Generator Loss: 0.6767
Epoch 7/10... Discriminator Loss: 0.9871... Generator Loss: 1.1240 Epoch 7/10... Discriminator Loss: 1.2332... Generator Loss: 0.9096 Epoch 7/10... Discriminator Loss: 1.1335... Generator Loss: 0.9163 Epoch 7/10... Discriminator Loss: 1.2659... Generator Loss: 0.7547 Epoch 7/10... Discriminator Loss: 1.2828... Generator Loss: 0.7255 Epoch 7/10... Discriminator Loss: 1.1797... Generator Loss: 0.9320 Epoch 7/10... Discriminator Loss: 1.2555... Generator Loss: 0.8015 Epoch 7/10... Discriminator Loss: 1.1755... Generator Loss: 0.9232 Epoch 7/10... Discriminator Loss: 1.2706... Generator Loss: 0.7152 Epoch 7/10... Discriminator Loss: 1.0912... Generator Loss: 0.9552
Epoch 7/10... Discriminator Loss: 0.9875... Generator Loss: 0.9802 Epoch 7/10... Discriminator Loss: 1.3463... Generator Loss: 0.7236 Epoch 7/10... Discriminator Loss: 1.2963... Generator Loss: 0.7425 Epoch 7/10... Discriminator Loss: 1.0961... Generator Loss: 0.9442 Epoch 7/10... Discriminator Loss: 1.1625... Generator Loss: 0.8745 Epoch 7/10... Discriminator Loss: 1.4095... Generator Loss: 0.6711 Epoch 7/10... Discriminator Loss: 1.2381... Generator Loss: 0.7573 Epoch 7/10... Discriminator Loss: 1.3156... Generator Loss: 0.7708 Epoch 7/10... Discriminator Loss: 1.3908... Generator Loss: 0.6457 Epoch 7/10... Discriminator Loss: 1.2524... Generator Loss: 0.7462
Epoch 7/10... Discriminator Loss: 1.3458... Generator Loss: 0.6831 Epoch 7/10... Discriminator Loss: 1.3203... Generator Loss: 0.7731 Epoch 7/10... Discriminator Loss: 1.2477... Generator Loss: 0.8439 Epoch 7/10... Discriminator Loss: 1.2017... Generator Loss: 0.7895 Epoch 7/10... Discriminator Loss: 1.2388... Generator Loss: 0.7454 Epoch 7/10... Discriminator Loss: 1.2150... Generator Loss: 0.7894 Epoch 7/10... Discriminator Loss: 1.2929... Generator Loss: 0.8202 Epoch 7/10... Discriminator Loss: 1.1816... Generator Loss: 0.8888 Epoch 7/10... Discriminator Loss: 1.3109... Generator Loss: 0.8626 Epoch 7/10... Discriminator Loss: 1.1581... Generator Loss: 0.8033
Epoch 7/10... Discriminator Loss: 1.0814... Generator Loss: 0.9939 Epoch 7/10... Discriminator Loss: 1.1712... Generator Loss: 0.8459 Epoch 7/10... Discriminator Loss: 1.2980... Generator Loss: 0.8166 Epoch 7/10... Discriminator Loss: 1.2377... Generator Loss: 0.8747 Epoch 7/10... Discriminator Loss: 1.1599... Generator Loss: 0.9375 Epoch 8/10... Discriminator Loss: 1.2403... Generator Loss: 0.7752 Epoch 8/10... Discriminator Loss: 1.3584... Generator Loss: 0.7404 Epoch 8/10... Discriminator Loss: 1.3641... Generator Loss: 0.7042 Epoch 8/10... Discriminator Loss: 1.1918... Generator Loss: 0.8124 Epoch 8/10... Discriminator Loss: 1.3724... Generator Loss: 0.7444
Epoch 8/10... Discriminator Loss: 1.2227... Generator Loss: 0.8208 Epoch 8/10... Discriminator Loss: 1.1757... Generator Loss: 0.9153 Epoch 8/10... Discriminator Loss: 1.1789... Generator Loss: 0.9140 Epoch 8/10... Discriminator Loss: 1.3426... Generator Loss: 1.0599 Epoch 8/10... Discriminator Loss: 1.1564... Generator Loss: 0.9000 Epoch 8/10... Discriminator Loss: 1.1034... Generator Loss: 0.9242 Epoch 8/10... Discriminator Loss: 1.2409... Generator Loss: 0.7552 Epoch 8/10... Discriminator Loss: 1.1151... Generator Loss: 0.9615 Epoch 8/10... Discriminator Loss: 1.2337... Generator Loss: 0.7647 Epoch 8/10... Discriminator Loss: 1.1714... Generator Loss: 0.9001
Epoch 8/10... Discriminator Loss: 1.2102... Generator Loss: 0.8646 Epoch 8/10... Discriminator Loss: 1.2522... Generator Loss: 0.8253 Epoch 8/10... Discriminator Loss: 1.2937... Generator Loss: 0.7167 Epoch 8/10... Discriminator Loss: 1.1292... Generator Loss: 0.8205 Epoch 8/10... Discriminator Loss: 1.0749... Generator Loss: 1.0037 Epoch 8/10... Discriminator Loss: 1.1916... Generator Loss: 0.7551 Epoch 8/10... Discriminator Loss: 1.1517... Generator Loss: 0.9108 Epoch 8/10... Discriminator Loss: 1.0744... Generator Loss: 1.1011 Epoch 8/10... Discriminator Loss: 1.1393... Generator Loss: 0.9593 Epoch 8/10... Discriminator Loss: 1.6288... Generator Loss: 0.5215
Epoch 8/10... Discriminator Loss: 1.2531... Generator Loss: 0.7903 Epoch 8/10... Discriminator Loss: 1.2075... Generator Loss: 0.9491 Epoch 8/10... Discriminator Loss: 1.3073... Generator Loss: 1.0613 Epoch 8/10... Discriminator Loss: 1.3917... Generator Loss: 0.8401 Epoch 8/10... Discriminator Loss: 1.1535... Generator Loss: 0.9768 Epoch 8/10... Discriminator Loss: 1.2754... Generator Loss: 0.8557 Epoch 8/10... Discriminator Loss: 1.2172... Generator Loss: 0.7875 Epoch 8/10... Discriminator Loss: 1.1270... Generator Loss: 0.8943 Epoch 8/10... Discriminator Loss: 1.3045... Generator Loss: 0.7775 Epoch 8/10... Discriminator Loss: 1.0584... Generator Loss: 1.2442
Epoch 8/10... Discriminator Loss: 1.1644... Generator Loss: 0.9370 Epoch 8/10... Discriminator Loss: 1.3404... Generator Loss: 0.7408 Epoch 8/10... Discriminator Loss: 1.0635... Generator Loss: 0.9635 Epoch 8/10... Discriminator Loss: 0.9864... Generator Loss: 1.0296 Epoch 8/10... Discriminator Loss: 1.1903... Generator Loss: 0.9120 Epoch 8/10... Discriminator Loss: 1.1028... Generator Loss: 0.8485 Epoch 8/10... Discriminator Loss: 1.1346... Generator Loss: 0.8321 Epoch 8/10... Discriminator Loss: 1.2268... Generator Loss: 0.7954 Epoch 8/10... Discriminator Loss: 1.2586... Generator Loss: 0.7744 Epoch 8/10... Discriminator Loss: 1.2608... Generator Loss: 0.7890
Epoch 8/10... Discriminator Loss: 1.0602... Generator Loss: 0.9258 Epoch 8/10... Discriminator Loss: 1.1929... Generator Loss: 0.9543 Epoch 8/10... Discriminator Loss: 1.1742... Generator Loss: 0.7849 Epoch 8/10... Discriminator Loss: 1.2223... Generator Loss: 0.7700 Epoch 8/10... Discriminator Loss: 1.2913... Generator Loss: 0.9900 Epoch 8/10... Discriminator Loss: 1.1669... Generator Loss: 0.7674 Epoch 8/10... Discriminator Loss: 1.1306... Generator Loss: 0.9193 Epoch 8/10... Discriminator Loss: 1.1424... Generator Loss: 0.8968 Epoch 8/10... Discriminator Loss: 1.2692... Generator Loss: 0.8969 Epoch 8/10... Discriminator Loss: 1.2849... Generator Loss: 0.8586
Epoch 8/10... Discriminator Loss: 1.4433... Generator Loss: 0.6410 Epoch 8/10... Discriminator Loss: 1.1666... Generator Loss: 1.0121 Epoch 8/10... Discriminator Loss: 1.3223... Generator Loss: 0.8671 Epoch 8/10... Discriminator Loss: 1.3070... Generator Loss: 0.7999 Epoch 8/10... Discriminator Loss: 1.3473... Generator Loss: 0.7153 Epoch 8/10... Discriminator Loss: 1.1149... Generator Loss: 0.9662 Epoch 8/10... Discriminator Loss: 1.2573... Generator Loss: 0.8288 Epoch 8/10... Discriminator Loss: 1.0722... Generator Loss: 0.9277 Epoch 8/10... Discriminator Loss: 1.2308... Generator Loss: 0.9131 Epoch 8/10... Discriminator Loss: 1.2504... Generator Loss: 0.9025
Epoch 8/10... Discriminator Loss: 1.1072... Generator Loss: 0.8887 Epoch 8/10... Discriminator Loss: 1.5927... Generator Loss: 0.5852 Epoch 8/10... Discriminator Loss: 6.1691... Generator Loss: 2.4478 Epoch 8/10... Discriminator Loss: 1.2511... Generator Loss: 0.8152 Epoch 8/10... Discriminator Loss: 1.3893... Generator Loss: 0.7586 Epoch 8/10... Discriminator Loss: 1.4101... Generator Loss: 0.7425 Epoch 8/10... Discriminator Loss: 1.3228... Generator Loss: 0.8156 Epoch 8/10... Discriminator Loss: 1.2723... Generator Loss: 0.7349 Epoch 8/10... Discriminator Loss: 1.2130... Generator Loss: 0.8384 Epoch 8/10... Discriminator Loss: 1.2048... Generator Loss: 0.8009
Epoch 8/10... Discriminator Loss: 1.2738... Generator Loss: 0.8148 Epoch 8/10... Discriminator Loss: 1.1544... Generator Loss: 1.0179 Epoch 8/10... Discriminator Loss: 1.0763... Generator Loss: 0.9756 Epoch 8/10... Discriminator Loss: 1.0987... Generator Loss: 0.9886 Epoch 8/10... Discriminator Loss: 1.1644... Generator Loss: 0.8302 Epoch 8/10... Discriminator Loss: 1.1948... Generator Loss: 0.8939 Epoch 8/10... Discriminator Loss: 1.4346... Generator Loss: 0.5813 Epoch 8/10... Discriminator Loss: 1.1727... Generator Loss: 0.9025 Epoch 8/10... Discriminator Loss: 1.2528... Generator Loss: 0.7399 Epoch 8/10... Discriminator Loss: 1.3621... Generator Loss: 0.7418
Epoch 8/10... Discriminator Loss: 1.2333... Generator Loss: 0.7778 Epoch 8/10... Discriminator Loss: 1.0634... Generator Loss: 0.9406 Epoch 8/10... Discriminator Loss: 1.1739... Generator Loss: 0.8486 Epoch 8/10... Discriminator Loss: 1.1448... Generator Loss: 0.8220 Epoch 8/10... Discriminator Loss: 1.2958... Generator Loss: 0.7386 Epoch 8/10... Discriminator Loss: 1.2040... Generator Loss: 0.9948 Epoch 8/10... Discriminator Loss: 1.1747... Generator Loss: 0.7933 Epoch 8/10... Discriminator Loss: 1.1436... Generator Loss: 0.9897 Epoch 8/10... Discriminator Loss: 1.4229... Generator Loss: 0.7638 Epoch 8/10... Discriminator Loss: 1.2282... Generator Loss: 0.7199
Epoch 8/10... Discriminator Loss: 1.4452... Generator Loss: 0.5775 Epoch 8/10... Discriminator Loss: 1.1183... Generator Loss: 1.0534 Epoch 8/10... Discriminator Loss: 1.0548... Generator Loss: 1.0868 Epoch 8/10... Discriminator Loss: 1.2352... Generator Loss: 0.8306 Epoch 8/10... Discriminator Loss: 1.2173... Generator Loss: 0.8390 Epoch 8/10... Discriminator Loss: 1.2412... Generator Loss: 0.7511 Epoch 8/10... Discriminator Loss: 1.2298... Generator Loss: 0.8983 Epoch 8/10... Discriminator Loss: 1.2190... Generator Loss: 0.7590 Epoch 8/10... Discriminator Loss: 1.1471... Generator Loss: 0.7909 Epoch 8/10... Discriminator Loss: 1.2181... Generator Loss: 0.7693
Epoch 8/10... Discriminator Loss: 1.1263... Generator Loss: 0.9662 Epoch 8/10... Discriminator Loss: 1.0802... Generator Loss: 1.0349 Epoch 8/10... Discriminator Loss: 1.2534... Generator Loss: 0.8769 Epoch 8/10... Discriminator Loss: 1.0494... Generator Loss: 0.9490 Epoch 8/10... Discriminator Loss: 1.2061... Generator Loss: 0.7822 Epoch 8/10... Discriminator Loss: 1.0924... Generator Loss: 0.9559 Epoch 8/10... Discriminator Loss: 1.1875... Generator Loss: 0.8032 Epoch 8/10... Discriminator Loss: 1.3081... Generator Loss: 0.7594 Epoch 8/10... Discriminator Loss: 1.1430... Generator Loss: 0.9061 Epoch 8/10... Discriminator Loss: 1.3703... Generator Loss: 0.6110
Epoch 8/10... Discriminator Loss: 1.2630... Generator Loss: 0.7592 Epoch 8/10... Discriminator Loss: 1.2532... Generator Loss: 0.7587 Epoch 8/10... Discriminator Loss: 1.1629... Generator Loss: 0.8948 Epoch 8/10... Discriminator Loss: 1.1256... Generator Loss: 0.8994 Epoch 8/10... Discriminator Loss: 1.2117... Generator Loss: 0.8453 Epoch 8/10... Discriminator Loss: 1.2091... Generator Loss: 0.7876 Epoch 8/10... Discriminator Loss: 1.1544... Generator Loss: 0.7646 Epoch 8/10... Discriminator Loss: 1.3902... Generator Loss: 0.6388 Epoch 8/10... Discriminator Loss: 1.1976... Generator Loss: 0.7824 Epoch 8/10... Discriminator Loss: 1.2475... Generator Loss: 0.8145
Epoch 8/10... Discriminator Loss: 1.2429... Generator Loss: 0.8595 Epoch 8/10... Discriminator Loss: 1.1743... Generator Loss: 0.9196 Epoch 8/10... Discriminator Loss: 1.2597... Generator Loss: 0.8719 Epoch 8/10... Discriminator Loss: 1.1320... Generator Loss: 0.8348 Epoch 8/10... Discriminator Loss: 1.2041... Generator Loss: 0.8444 Epoch 8/10... Discriminator Loss: 1.2190... Generator Loss: 0.8599 Epoch 8/10... Discriminator Loss: 1.0855... Generator Loss: 0.9103 Epoch 8/10... Discriminator Loss: 1.2981... Generator Loss: 0.7019 Epoch 8/10... Discriminator Loss: 1.0546... Generator Loss: 0.9024 Epoch 8/10... Discriminator Loss: 1.3991... Generator Loss: 0.6918
Epoch 8/10... Discriminator Loss: 1.0481... Generator Loss: 1.0928 Epoch 8/10... Discriminator Loss: 1.3598... Generator Loss: 0.9264 Epoch 8/10... Discriminator Loss: 1.2785... Generator Loss: 0.8391 Epoch 8/10... Discriminator Loss: 1.2058... Generator Loss: 0.8475 Epoch 8/10... Discriminator Loss: 1.3578... Generator Loss: 0.7550 Epoch 8/10... Discriminator Loss: 1.2576... Generator Loss: 0.8120 Epoch 8/10... Discriminator Loss: 1.1399... Generator Loss: 0.8282 Epoch 8/10... Discriminator Loss: 1.3788... Generator Loss: 0.5763 Epoch 8/10... Discriminator Loss: 1.1247... Generator Loss: 0.8735 Epoch 8/10... Discriminator Loss: 1.3707... Generator Loss: 0.6879
Epoch 8/10... Discriminator Loss: 1.1032... Generator Loss: 0.9577 Epoch 8/10... Discriminator Loss: 1.1675... Generator Loss: 0.9076 Epoch 8/10... Discriminator Loss: 1.4350... Generator Loss: 0.6579 Epoch 8/10... Discriminator Loss: 1.0616... Generator Loss: 0.8660 Epoch 8/10... Discriminator Loss: 1.2581... Generator Loss: 0.8781 Epoch 8/10... Discriminator Loss: 1.0301... Generator Loss: 1.0369 Epoch 8/10... Discriminator Loss: 1.0473... Generator Loss: 0.9675 Epoch 8/10... Discriminator Loss: 1.2920... Generator Loss: 0.7118 Epoch 8/10... Discriminator Loss: 1.1922... Generator Loss: 0.8302 Epoch 8/10... Discriminator Loss: 1.2134... Generator Loss: 0.8044
Epoch 8/10... Discriminator Loss: 1.2904... Generator Loss: 0.7491 Epoch 8/10... Discriminator Loss: 1.2537... Generator Loss: 0.7513 Epoch 8/10... Discriminator Loss: 1.2886... Generator Loss: 0.7476 Epoch 8/10... Discriminator Loss: 1.1642... Generator Loss: 0.9472 Epoch 8/10... Discriminator Loss: 1.1712... Generator Loss: 0.7837 Epoch 8/10... Discriminator Loss: 1.1771... Generator Loss: 0.9200 Epoch 8/10... Discriminator Loss: 1.2501... Generator Loss: 0.8234 Epoch 8/10... Discriminator Loss: 1.2728... Generator Loss: 0.8002 Epoch 8/10... Discriminator Loss: 1.2289... Generator Loss: 0.8512 Epoch 8/10... Discriminator Loss: 1.2191... Generator Loss: 0.8418
Epoch 8/10... Discriminator Loss: 1.2043... Generator Loss: 0.8687 Epoch 8/10... Discriminator Loss: 1.1466... Generator Loss: 0.8568 Epoch 8/10... Discriminator Loss: 1.4844... Generator Loss: 0.8149 Epoch 8/10... Discriminator Loss: 1.1549... Generator Loss: 0.9146 Epoch 8/10... Discriminator Loss: 1.1443... Generator Loss: 0.8569 Epoch 8/10... Discriminator Loss: 1.2760... Generator Loss: 0.8845 Epoch 8/10... Discriminator Loss: 1.1065... Generator Loss: 1.0545 Epoch 8/10... Discriminator Loss: 1.3260... Generator Loss: 0.8165 Epoch 8/10... Discriminator Loss: 1.2317... Generator Loss: 0.8233 Epoch 8/10... Discriminator Loss: 1.2055... Generator Loss: 0.9665
Epoch 8/10... Discriminator Loss: 1.1319... Generator Loss: 0.9576 Epoch 8/10... Discriminator Loss: 1.3169... Generator Loss: 0.7342 Epoch 8/10... Discriminator Loss: 1.1821... Generator Loss: 0.8587 Epoch 8/10... Discriminator Loss: 1.1876... Generator Loss: 0.8578 Epoch 8/10... Discriminator Loss: 1.1495... Generator Loss: 0.9847 Epoch 8/10... Discriminator Loss: 1.2826... Generator Loss: 0.7855 Epoch 8/10... Discriminator Loss: 1.2788... Generator Loss: 0.7371 Epoch 8/10... Discriminator Loss: 1.2743... Generator Loss: 0.8759 Epoch 8/10... Discriminator Loss: 1.2523... Generator Loss: 0.6854 Epoch 8/10... Discriminator Loss: 1.3013... Generator Loss: 0.7469
Epoch 8/10... Discriminator Loss: 1.1635... Generator Loss: 0.8356 Epoch 8/10... Discriminator Loss: 1.1196... Generator Loss: 0.8866 Epoch 8/10... Discriminator Loss: 1.0642... Generator Loss: 0.9746 Epoch 8/10... Discriminator Loss: 1.3037... Generator Loss: 0.6878 Epoch 8/10... Discriminator Loss: 1.2777... Generator Loss: 0.8133 Epoch 8/10... Discriminator Loss: 1.2411... Generator Loss: 0.8380 Epoch 8/10... Discriminator Loss: 1.3005... Generator Loss: 0.6691 Epoch 8/10... Discriminator Loss: 1.0570... Generator Loss: 0.9864 Epoch 8/10... Discriminator Loss: 1.2801... Generator Loss: 0.7332 Epoch 8/10... Discriminator Loss: 1.2054... Generator Loss: 0.8366
Epoch 8/10... Discriminator Loss: 1.1418... Generator Loss: 1.0275 Epoch 8/10... Discriminator Loss: 1.1717... Generator Loss: 0.8475 Epoch 8/10... Discriminator Loss: 1.1859... Generator Loss: 0.8073 Epoch 8/10... Discriminator Loss: 1.1743... Generator Loss: 0.9846 Epoch 8/10... Discriminator Loss: 1.1648... Generator Loss: 0.8395 Epoch 8/10... Discriminator Loss: 1.3164... Generator Loss: 0.7932 Epoch 8/10... Discriminator Loss: 1.2569... Generator Loss: 0.7869 Epoch 8/10... Discriminator Loss: 1.1538... Generator Loss: 0.9174 Epoch 8/10... Discriminator Loss: 1.2039... Generator Loss: 0.8158 Epoch 8/10... Discriminator Loss: 1.1669... Generator Loss: 0.7645
Epoch 8/10... Discriminator Loss: 1.1840... Generator Loss: 0.8365 Epoch 8/10... Discriminator Loss: 1.3576... Generator Loss: 0.8354 Epoch 8/10... Discriminator Loss: 1.2487... Generator Loss: 0.7615 Epoch 8/10... Discriminator Loss: 1.2040... Generator Loss: 0.7814 Epoch 8/10... Discriminator Loss: 1.2055... Generator Loss: 0.8217 Epoch 8/10... Discriminator Loss: 1.3028... Generator Loss: 0.6991 Epoch 8/10... Discriminator Loss: 1.2015... Generator Loss: 0.8388 Epoch 8/10... Discriminator Loss: 1.0063... Generator Loss: 1.0115 Epoch 8/10... Discriminator Loss: 1.2569... Generator Loss: 0.7656 Epoch 8/10... Discriminator Loss: 1.1692... Generator Loss: 0.8223
Epoch 8/10... Discriminator Loss: 1.1779... Generator Loss: 0.9178 Epoch 8/10... Discriminator Loss: 1.1931... Generator Loss: 0.8253 Epoch 8/10... Discriminator Loss: 1.1044... Generator Loss: 0.9024 Epoch 8/10... Discriminator Loss: 1.1508... Generator Loss: 1.0425 Epoch 8/10... Discriminator Loss: 1.1766... Generator Loss: 1.0204 Epoch 8/10... Discriminator Loss: 1.2390... Generator Loss: 0.8662 Epoch 8/10... Discriminator Loss: 1.1004... Generator Loss: 0.9156 Epoch 8/10... Discriminator Loss: 1.1216... Generator Loss: 1.0011 Epoch 8/10... Discriminator Loss: 1.0045... Generator Loss: 1.0507 Epoch 8/10... Discriminator Loss: 1.1428... Generator Loss: 0.8402
Epoch 8/10... Discriminator Loss: 1.3440... Generator Loss: 0.7043 Epoch 8/10... Discriminator Loss: 1.1426... Generator Loss: 0.9973 Epoch 8/10... Discriminator Loss: 1.4965... Generator Loss: 0.6544 Epoch 8/10... Discriminator Loss: 1.1560... Generator Loss: 0.8759 Epoch 8/10... Discriminator Loss: 1.1660... Generator Loss: 0.8973 Epoch 8/10... Discriminator Loss: 1.1550... Generator Loss: 1.0026 Epoch 8/10... Discriminator Loss: 1.1821... Generator Loss: 0.7189 Epoch 8/10... Discriminator Loss: 1.2197... Generator Loss: 0.7982 Epoch 8/10... Discriminator Loss: 1.2706... Generator Loss: 0.7517 Epoch 8/10... Discriminator Loss: 1.0988... Generator Loss: 0.9161
Epoch 8/10... Discriminator Loss: 1.1940... Generator Loss: 0.8160 Epoch 8/10... Discriminator Loss: 1.1174... Generator Loss: 0.9198 Epoch 8/10... Discriminator Loss: 1.1698... Generator Loss: 1.2573 Epoch 8/10... Discriminator Loss: 1.4084... Generator Loss: 0.6646 Epoch 8/10... Discriminator Loss: 1.4059... Generator Loss: 1.0161 Epoch 8/10... Discriminator Loss: 1.1554... Generator Loss: 0.9724 Epoch 8/10... Discriminator Loss: 1.2472... Generator Loss: 0.7501 Epoch 8/10... Discriminator Loss: 1.1063... Generator Loss: 0.9021 Epoch 8/10... Discriminator Loss: 1.2327... Generator Loss: 0.7969 Epoch 8/10... Discriminator Loss: 1.2251... Generator Loss: 0.8733
Epoch 8/10... Discriminator Loss: 1.1987... Generator Loss: 0.8238 Epoch 8/10... Discriminator Loss: 1.3470... Generator Loss: 0.7899 Epoch 8/10... Discriminator Loss: 1.3450... Generator Loss: 0.6842 Epoch 8/10... Discriminator Loss: 1.1143... Generator Loss: 0.8997 Epoch 8/10... Discriminator Loss: 1.3226... Generator Loss: 0.8004 Epoch 8/10... Discriminator Loss: 1.1947... Generator Loss: 0.8991 Epoch 8/10... Discriminator Loss: 1.3579... Generator Loss: 0.7519 Epoch 8/10... Discriminator Loss: 1.2518... Generator Loss: 0.7739 Epoch 8/10... Discriminator Loss: 1.1895... Generator Loss: 0.9008 Epoch 8/10... Discriminator Loss: 1.1669... Generator Loss: 1.0240
Epoch 8/10... Discriminator Loss: 1.3429... Generator Loss: 0.8648 Epoch 8/10... Discriminator Loss: 1.2390... Generator Loss: 0.7751 Epoch 8/10... Discriminator Loss: 1.3808... Generator Loss: 0.5975 Epoch 8/10... Discriminator Loss: 1.1617... Generator Loss: 0.8543 Epoch 8/10... Discriminator Loss: 1.2925... Generator Loss: 0.7191 Epoch 8/10... Discriminator Loss: 1.1943... Generator Loss: 0.8607 Epoch 8/10... Discriminator Loss: 1.5077... Generator Loss: 0.8360 Epoch 8/10... Discriminator Loss: 1.2508... Generator Loss: 0.8496 Epoch 8/10... Discriminator Loss: 1.1906... Generator Loss: 0.9016 Epoch 8/10... Discriminator Loss: 1.3194... Generator Loss: 0.7908
Epoch 8/10... Discriminator Loss: 1.2528... Generator Loss: 0.8091 Epoch 8/10... Discriminator Loss: 1.0692... Generator Loss: 0.9444 Epoch 8/10... Discriminator Loss: 1.1890... Generator Loss: 0.8043 Epoch 8/10... Discriminator Loss: 1.2192... Generator Loss: 0.8230 Epoch 8/10... Discriminator Loss: 1.1597... Generator Loss: 0.9474 Epoch 8/10... Discriminator Loss: 1.3063... Generator Loss: 0.7893 Epoch 8/10... Discriminator Loss: 1.1023... Generator Loss: 0.9093 Epoch 8/10... Discriminator Loss: 1.2770... Generator Loss: 0.8782 Epoch 8/10... Discriminator Loss: 1.2817... Generator Loss: 0.8851 Epoch 8/10... Discriminator Loss: 1.2555... Generator Loss: 0.7757
Epoch 8/10... Discriminator Loss: 1.2760... Generator Loss: 0.8671 Epoch 8/10... Discriminator Loss: 1.2011... Generator Loss: 0.9105 Epoch 8/10... Discriminator Loss: 1.2451... Generator Loss: 0.7270 Epoch 8/10... Discriminator Loss: 1.1252... Generator Loss: 0.8494 Epoch 8/10... Discriminator Loss: 1.1714... Generator Loss: 0.9442 Epoch 8/10... Discriminator Loss: 1.1315... Generator Loss: 0.9726 Epoch 8/10... Discriminator Loss: 1.2756... Generator Loss: 0.7300 Epoch 8/10... Discriminator Loss: 1.0007... Generator Loss: 1.0947 Epoch 8/10... Discriminator Loss: 1.1308... Generator Loss: 0.8209 Epoch 8/10... Discriminator Loss: 1.2099... Generator Loss: 0.7623
Epoch 8/10... Discriminator Loss: 1.3451... Generator Loss: 0.6539 Epoch 8/10... Discriminator Loss: 1.1620... Generator Loss: 0.8896 Epoch 8/10... Discriminator Loss: 1.2160... Generator Loss: 0.9200 Epoch 8/10... Discriminator Loss: 1.1466... Generator Loss: 0.8831 Epoch 8/10... Discriminator Loss: 1.2572... Generator Loss: 0.8287 Epoch 8/10... Discriminator Loss: 1.2200... Generator Loss: 0.7919 Epoch 8/10... Discriminator Loss: 1.3513... Generator Loss: 0.6871 Epoch 8/10... Discriminator Loss: 1.1819... Generator Loss: 0.8938 Epoch 8/10... Discriminator Loss: 1.6881... Generator Loss: 1.1487 Epoch 8/10... Discriminator Loss: 1.3065... Generator Loss: 0.7328
Epoch 8/10... Discriminator Loss: 1.2385... Generator Loss: 0.8323 Epoch 8/10... Discriminator Loss: 1.2828... Generator Loss: 0.7589 Epoch 8/10... Discriminator Loss: 1.2053... Generator Loss: 0.7975 Epoch 8/10... Discriminator Loss: 1.2516... Generator Loss: 0.7988 Epoch 8/10... Discriminator Loss: 1.2534... Generator Loss: 0.7926 Epoch 8/10... Discriminator Loss: 1.1886... Generator Loss: 0.8647 Epoch 8/10... Discriminator Loss: 1.0083... Generator Loss: 0.9951 Epoch 8/10... Discriminator Loss: 1.2966... Generator Loss: 0.7578 Epoch 8/10... Discriminator Loss: 1.1075... Generator Loss: 0.8737 Epoch 8/10... Discriminator Loss: 1.3376... Generator Loss: 0.6494
Epoch 8/10... Discriminator Loss: 1.1144... Generator Loss: 0.9094 Epoch 8/10... Discriminator Loss: 1.2633... Generator Loss: 0.7481 Epoch 8/10... Discriminator Loss: 1.1536... Generator Loss: 0.8521 Epoch 8/10... Discriminator Loss: 1.2405... Generator Loss: 0.7459 Epoch 8/10... Discriminator Loss: 1.0778... Generator Loss: 0.9651 Epoch 8/10... Discriminator Loss: 1.1582... Generator Loss: 0.8651 Epoch 8/10... Discriminator Loss: 1.3554... Generator Loss: 0.6876 Epoch 8/10... Discriminator Loss: 1.1879... Generator Loss: 0.9128 Epoch 8/10... Discriminator Loss: 0.9934... Generator Loss: 0.9928 Epoch 8/10... Discriminator Loss: 1.3042... Generator Loss: 0.6944
Epoch 8/10... Discriminator Loss: 1.1922... Generator Loss: 0.8086 Epoch 8/10... Discriminator Loss: 1.1493... Generator Loss: 1.0258 Epoch 9/10... Discriminator Loss: 1.4349... Generator Loss: 0.6126 Epoch 9/10... Discriminator Loss: 1.2526... Generator Loss: 0.9136 Epoch 9/10... Discriminator Loss: 1.1564... Generator Loss: 0.8376 Epoch 9/10... Discriminator Loss: 1.4956... Generator Loss: 0.8957 Epoch 9/10... Discriminator Loss: 2.5613... Generator Loss: 0.9832 Epoch 9/10... Discriminator Loss: 1.1302... Generator Loss: 0.9094 Epoch 9/10... Discriminator Loss: 1.2908... Generator Loss: 0.8265 Epoch 9/10... Discriminator Loss: 1.6345... Generator Loss: 0.6873
Epoch 9/10... Discriminator Loss: 1.1554... Generator Loss: 0.8475 Epoch 9/10... Discriminator Loss: 1.2254... Generator Loss: 0.8203 Epoch 9/10... Discriminator Loss: 1.3121... Generator Loss: 0.7759 Epoch 9/10... Discriminator Loss: 1.3725... Generator Loss: 0.6826 Epoch 9/10... Discriminator Loss: 1.2374... Generator Loss: 0.7983 Epoch 9/10... Discriminator Loss: 1.3037... Generator Loss: 0.7791 Epoch 9/10... Discriminator Loss: 1.2079... Generator Loss: 0.7913 Epoch 9/10... Discriminator Loss: 1.2770... Generator Loss: 0.8074 Epoch 9/10... Discriminator Loss: 1.1478... Generator Loss: 0.9632 Epoch 9/10... Discriminator Loss: 1.2740... Generator Loss: 0.7654
Epoch 9/10... Discriminator Loss: 1.0724... Generator Loss: 0.9049 Epoch 9/10... Discriminator Loss: 1.0746... Generator Loss: 0.8345 Epoch 9/10... Discriminator Loss: 1.2342... Generator Loss: 0.7657 Epoch 9/10... Discriminator Loss: 1.1106... Generator Loss: 0.8302 Epoch 9/10... Discriminator Loss: 1.1663... Generator Loss: 0.8233 Epoch 9/10... Discriminator Loss: 1.1569... Generator Loss: 1.1091 Epoch 9/10... Discriminator Loss: 1.1357... Generator Loss: 0.8756 Epoch 9/10... Discriminator Loss: 1.2630... Generator Loss: 0.7331 Epoch 9/10... Discriminator Loss: 1.1164... Generator Loss: 0.9184 Epoch 9/10... Discriminator Loss: 1.2751... Generator Loss: 0.7369
Epoch 9/10... Discriminator Loss: 1.2173... Generator Loss: 0.7994 Epoch 9/10... Discriminator Loss: 1.3641... Generator Loss: 0.7229 Epoch 9/10... Discriminator Loss: 1.2241... Generator Loss: 0.7632 Epoch 9/10... Discriminator Loss: 1.2974... Generator Loss: 0.7307 Epoch 9/10... Discriminator Loss: 1.1704... Generator Loss: 0.9214 Epoch 9/10... Discriminator Loss: 1.4238... Generator Loss: 0.7302 Epoch 9/10... Discriminator Loss: 1.2098... Generator Loss: 0.8544 Epoch 9/10... Discriminator Loss: 1.2104... Generator Loss: 0.9677 Epoch 9/10... Discriminator Loss: 1.1478... Generator Loss: 1.0355 Epoch 9/10... Discriminator Loss: 1.6133... Generator Loss: 0.5748
Epoch 9/10... Discriminator Loss: 1.3560... Generator Loss: 0.7122 Epoch 9/10... Discriminator Loss: 1.1776... Generator Loss: 0.8167 Epoch 9/10... Discriminator Loss: 1.3092... Generator Loss: 0.7505 Epoch 9/10... Discriminator Loss: 1.1059... Generator Loss: 0.9768 Epoch 9/10... Discriminator Loss: 1.2601... Generator Loss: 0.7295 Epoch 9/10... Discriminator Loss: 1.2525... Generator Loss: 0.7572 Epoch 9/10... Discriminator Loss: 1.2273... Generator Loss: 0.7905 Epoch 9/10... Discriminator Loss: 1.2256... Generator Loss: 0.7973 Epoch 9/10... Discriminator Loss: 1.3072... Generator Loss: 0.6932 Epoch 9/10... Discriminator Loss: 1.0220... Generator Loss: 0.9741
Epoch 9/10... Discriminator Loss: 1.2266... Generator Loss: 0.8751 Epoch 9/10... Discriminator Loss: 1.2444... Generator Loss: 0.7488 Epoch 9/10... Discriminator Loss: 1.2395... Generator Loss: 0.8181 Epoch 9/10... Discriminator Loss: 1.3329... Generator Loss: 0.6786 Epoch 9/10... Discriminator Loss: 1.2207... Generator Loss: 0.8950 Epoch 9/10... Discriminator Loss: 1.2437... Generator Loss: 0.7717 Epoch 9/10... Discriminator Loss: 1.1203... Generator Loss: 0.8871 Epoch 9/10... Discriminator Loss: 1.1884... Generator Loss: 0.8736 Epoch 9/10... Discriminator Loss: 1.2968... Generator Loss: 0.6583 Epoch 9/10... Discriminator Loss: 1.2054... Generator Loss: 0.8403
Epoch 9/10... Discriminator Loss: 1.1979... Generator Loss: 0.8694 Epoch 9/10... Discriminator Loss: 1.1090... Generator Loss: 0.8398 Epoch 9/10... Discriminator Loss: 1.1166... Generator Loss: 0.8857 Epoch 9/10... Discriminator Loss: 1.0644... Generator Loss: 1.2716 Epoch 9/10... Discriminator Loss: 1.2405... Generator Loss: 0.7730 Epoch 9/10... Discriminator Loss: 1.1402... Generator Loss: 0.8210 Epoch 9/10... Discriminator Loss: 1.2247... Generator Loss: 0.8370 Epoch 9/10... Discriminator Loss: 1.0681... Generator Loss: 0.9819 Epoch 9/10... Discriminator Loss: 1.1193... Generator Loss: 0.8413 Epoch 9/10... Discriminator Loss: 1.2538... Generator Loss: 0.9298
Epoch 9/10... Discriminator Loss: 1.4212... Generator Loss: 0.6956 Epoch 9/10... Discriminator Loss: 1.2697... Generator Loss: 0.7597 Epoch 9/10... Discriminator Loss: 1.3935... Generator Loss: 0.8654 Epoch 9/10... Discriminator Loss: 1.0933... Generator Loss: 1.0320 Epoch 9/10... Discriminator Loss: 1.3492... Generator Loss: 0.7788 Epoch 9/10... Discriminator Loss: 1.2433... Generator Loss: 0.7543 Epoch 9/10... Discriminator Loss: 1.1350... Generator Loss: 0.8700 Epoch 9/10... Discriminator Loss: 1.3505... Generator Loss: 0.6491 Epoch 9/10... Discriminator Loss: 1.1803... Generator Loss: 0.7507 Epoch 9/10... Discriminator Loss: 1.1867... Generator Loss: 0.7979
Epoch 9/10... Discriminator Loss: 1.2227... Generator Loss: 0.8242 Epoch 9/10... Discriminator Loss: 1.1661... Generator Loss: 0.9001 Epoch 9/10... Discriminator Loss: 1.0144... Generator Loss: 1.0268 Epoch 9/10... Discriminator Loss: 1.2935... Generator Loss: 0.7048 Epoch 9/10... Discriminator Loss: 1.2962... Generator Loss: 0.8338 Epoch 9/10... Discriminator Loss: 1.3039... Generator Loss: 0.8352 Epoch 9/10... Discriminator Loss: 1.1608... Generator Loss: 0.8573 Epoch 9/10... Discriminator Loss: 1.2212... Generator Loss: 0.8300 Epoch 9/10... Discriminator Loss: 1.2626... Generator Loss: 0.9436 Epoch 9/10... Discriminator Loss: 1.2815... Generator Loss: 0.7370
Epoch 9/10... Discriminator Loss: 1.4072... Generator Loss: 0.6471 Epoch 9/10... Discriminator Loss: 1.3370... Generator Loss: 0.8074 Epoch 9/10... Discriminator Loss: 1.3135... Generator Loss: 0.6723 Epoch 9/10... Discriminator Loss: 1.2532... Generator Loss: 0.7006 Epoch 9/10... Discriminator Loss: 1.0669... Generator Loss: 0.9435 Epoch 9/10... Discriminator Loss: 1.1795... Generator Loss: 0.8064 Epoch 9/10... Discriminator Loss: 1.1179... Generator Loss: 0.8926 Epoch 9/10... Discriminator Loss: 1.1659... Generator Loss: 0.8581 Epoch 9/10... Discriminator Loss: 1.2070... Generator Loss: 0.8182 Epoch 9/10... Discriminator Loss: 1.2259... Generator Loss: 0.7069
Epoch 9/10... Discriminator Loss: 1.3982... Generator Loss: 1.0161 Epoch 9/10... Discriminator Loss: 1.2883... Generator Loss: 0.7358 Epoch 9/10... Discriminator Loss: 1.2864... Generator Loss: 0.8880 Epoch 9/10... Discriminator Loss: 1.1993... Generator Loss: 0.8417 Epoch 9/10... Discriminator Loss: 1.3390... Generator Loss: 0.6533 Epoch 9/10... Discriminator Loss: 1.2379... Generator Loss: 0.8416 Epoch 9/10... Discriminator Loss: 1.1180... Generator Loss: 0.8531 Epoch 9/10... Discriminator Loss: 1.2197... Generator Loss: 0.8852 Epoch 9/10... Discriminator Loss: 1.2106... Generator Loss: 0.8525 Epoch 9/10... Discriminator Loss: 1.3362... Generator Loss: 0.6297
Epoch 9/10... Discriminator Loss: 1.2910... Generator Loss: 0.7673 Epoch 9/10... Discriminator Loss: 1.2453... Generator Loss: 0.9798 Epoch 9/10... Discriminator Loss: 1.3670... Generator Loss: 0.7107 Epoch 9/10... Discriminator Loss: 1.1831... Generator Loss: 0.8161 Epoch 9/10... Discriminator Loss: 1.2142... Generator Loss: 0.7397 Epoch 9/10... Discriminator Loss: 1.2470... Generator Loss: 0.7662 Epoch 9/10... Discriminator Loss: 1.2512... Generator Loss: 0.9819 Epoch 9/10... Discriminator Loss: 1.1710... Generator Loss: 0.9032 Epoch 9/10... Discriminator Loss: 1.2701... Generator Loss: 0.7098 Epoch 9/10... Discriminator Loss: 1.5313... Generator Loss: 0.8021
Epoch 9/10... Discriminator Loss: 1.0591... Generator Loss: 1.0163 Epoch 9/10... Discriminator Loss: 1.2381... Generator Loss: 0.8107 Epoch 9/10... Discriminator Loss: 1.2109... Generator Loss: 0.7995 Epoch 9/10... Discriminator Loss: 1.2885... Generator Loss: 0.8749 Epoch 9/10... Discriminator Loss: 1.1179... Generator Loss: 0.8037 Epoch 9/10... Discriminator Loss: 1.1312... Generator Loss: 0.8948 Epoch 9/10... Discriminator Loss: 1.3243... Generator Loss: 0.7576 Epoch 9/10... Discriminator Loss: 1.0402... Generator Loss: 1.0713 Epoch 9/10... Discriminator Loss: 1.2805... Generator Loss: 0.7962 Epoch 9/10... Discriminator Loss: 1.3727... Generator Loss: 0.5744
Epoch 9/10... Discriminator Loss: 0.8644... Generator Loss: 1.2657 Epoch 9/10... Discriminator Loss: 1.3541... Generator Loss: 0.7753 Epoch 9/10... Discriminator Loss: 1.1665... Generator Loss: 0.9324 Epoch 9/10... Discriminator Loss: 1.2010... Generator Loss: 0.7926 Epoch 9/10... Discriminator Loss: 1.1459... Generator Loss: 0.9167 Epoch 9/10... Discriminator Loss: 1.0941... Generator Loss: 0.9635 Epoch 9/10... Discriminator Loss: 1.2481... Generator Loss: 1.0098 Epoch 9/10... Discriminator Loss: 1.2611... Generator Loss: 0.7594 Epoch 9/10... Discriminator Loss: 1.2623... Generator Loss: 0.7341 Epoch 9/10... Discriminator Loss: 1.2924... Generator Loss: 0.8553
Epoch 9/10... Discriminator Loss: 1.2717... Generator Loss: 0.7810 Epoch 9/10... Discriminator Loss: 1.1341... Generator Loss: 1.0139 Epoch 9/10... Discriminator Loss: 1.3020... Generator Loss: 0.7074 Epoch 9/10... Discriminator Loss: 1.4033... Generator Loss: 0.6488 Epoch 9/10... Discriminator Loss: 1.0385... Generator Loss: 1.0897 Epoch 9/10... Discriminator Loss: 1.1692... Generator Loss: 0.8691 Epoch 9/10... Discriminator Loss: 1.2414... Generator Loss: 0.7756 Epoch 9/10... Discriminator Loss: 1.2371... Generator Loss: 0.6676 Epoch 9/10... Discriminator Loss: 1.1429... Generator Loss: 0.7991 Epoch 9/10... Discriminator Loss: 1.3270... Generator Loss: 0.6397
Epoch 9/10... Discriminator Loss: 1.2288... Generator Loss: 0.7258 Epoch 9/10... Discriminator Loss: 1.2260... Generator Loss: 0.7370 Epoch 9/10... Discriminator Loss: 1.1329... Generator Loss: 0.9362 Epoch 9/10... Discriminator Loss: 1.1473... Generator Loss: 1.0458 Epoch 9/10... Discriminator Loss: 1.2336... Generator Loss: 0.7450 Epoch 9/10... Discriminator Loss: 1.2487... Generator Loss: 0.7577 Epoch 9/10... Discriminator Loss: 1.3844... Generator Loss: 0.7193 Epoch 9/10... Discriminator Loss: 1.2159... Generator Loss: 0.7377 Epoch 9/10... Discriminator Loss: 1.1013... Generator Loss: 0.9254 Epoch 9/10... Discriminator Loss: 1.2504... Generator Loss: 0.8397
Epoch 9/10... Discriminator Loss: 1.3092... Generator Loss: 0.8079 Epoch 9/10... Discriminator Loss: 1.2307... Generator Loss: 0.8536 Epoch 9/10... Discriminator Loss: 1.2723... Generator Loss: 0.6548 Epoch 9/10... Discriminator Loss: 1.2533... Generator Loss: 0.7933 Epoch 9/10... Discriminator Loss: 1.3035... Generator Loss: 0.6666 Epoch 9/10... Discriminator Loss: 1.2432... Generator Loss: 0.9026 Epoch 9/10... Discriminator Loss: 1.3530... Generator Loss: 0.8575 Epoch 9/10... Discriminator Loss: 1.2000... Generator Loss: 1.0133 Epoch 9/10... Discriminator Loss: 1.1793... Generator Loss: 0.9759 Epoch 9/10... Discriminator Loss: 1.1660... Generator Loss: 0.9048
Epoch 9/10... Discriminator Loss: 1.1160... Generator Loss: 0.9082 Epoch 9/10... Discriminator Loss: 1.1556... Generator Loss: 0.8233 Epoch 9/10... Discriminator Loss: 1.0731... Generator Loss: 0.8941 Epoch 9/10... Discriminator Loss: 1.1132... Generator Loss: 0.9415 Epoch 9/10... Discriminator Loss: 1.1220... Generator Loss: 0.8476 Epoch 9/10... Discriminator Loss: 1.2018... Generator Loss: 0.7444 Epoch 9/10... Discriminator Loss: 1.2379... Generator Loss: 0.8558 Epoch 9/10... Discriminator Loss: 1.1212... Generator Loss: 0.8044 Epoch 9/10... Discriminator Loss: 1.2710... Generator Loss: 0.7755 Epoch 9/10... Discriminator Loss: 1.3963... Generator Loss: 0.7588
Epoch 9/10... Discriminator Loss: 2.3509... Generator Loss: 1.2555 Epoch 9/10... Discriminator Loss: 1.4904... Generator Loss: 0.7391 Epoch 9/10... Discriminator Loss: 1.1727... Generator Loss: 0.9095 Epoch 9/10... Discriminator Loss: 1.3527... Generator Loss: 0.8426 Epoch 9/10... Discriminator Loss: 1.2921... Generator Loss: 0.7721 Epoch 9/10... Discriminator Loss: 1.3539... Generator Loss: 0.7527 Epoch 9/10... Discriminator Loss: 1.1788... Generator Loss: 0.8226 Epoch 9/10... Discriminator Loss: 1.1943... Generator Loss: 0.8325 Epoch 9/10... Discriminator Loss: 1.2424... Generator Loss: 0.7405 Epoch 9/10... Discriminator Loss: 1.2623... Generator Loss: 0.8737
Epoch 9/10... Discriminator Loss: 1.2025... Generator Loss: 0.9509 Epoch 9/10... Discriminator Loss: 1.2872... Generator Loss: 0.7908 Epoch 9/10... Discriminator Loss: 1.2367... Generator Loss: 0.8260 Epoch 9/10... Discriminator Loss: 1.2400... Generator Loss: 0.8213 Epoch 9/10... Discriminator Loss: 1.1035... Generator Loss: 0.9365 Epoch 9/10... Discriminator Loss: 1.2731... Generator Loss: 0.8276 Epoch 9/10... Discriminator Loss: 1.2032... Generator Loss: 0.8314 Epoch 9/10... Discriminator Loss: 1.2470... Generator Loss: 0.8596 Epoch 9/10... Discriminator Loss: 1.2352... Generator Loss: 0.7720 Epoch 9/10... Discriminator Loss: 1.0953... Generator Loss: 0.8968
Epoch 9/10... Discriminator Loss: 1.2717... Generator Loss: 0.7563 Epoch 9/10... Discriminator Loss: 1.2443... Generator Loss: 0.7809 Epoch 9/10... Discriminator Loss: 1.2361... Generator Loss: 0.7971 Epoch 9/10... Discriminator Loss: 1.2823... Generator Loss: 0.7838 Epoch 9/10... Discriminator Loss: 1.0971... Generator Loss: 0.9213 Epoch 9/10... Discriminator Loss: 1.3821... Generator Loss: 0.6895 Epoch 9/10... Discriminator Loss: 1.2229... Generator Loss: 0.7229 Epoch 9/10... Discriminator Loss: 1.2544... Generator Loss: 0.8183 Epoch 9/10... Discriminator Loss: 1.2250... Generator Loss: 0.8664 Epoch 9/10... Discriminator Loss: 1.2283... Generator Loss: 0.7480
Epoch 9/10... Discriminator Loss: 1.3389... Generator Loss: 0.6256 Epoch 9/10... Discriminator Loss: 1.1440... Generator Loss: 1.0448 Epoch 9/10... Discriminator Loss: 1.1122... Generator Loss: 0.8277 Epoch 9/10... Discriminator Loss: 1.2906... Generator Loss: 0.7511 Epoch 9/10... Discriminator Loss: 1.1504... Generator Loss: 0.9409 Epoch 9/10... Discriminator Loss: 1.2075... Generator Loss: 0.9118 Epoch 9/10... Discriminator Loss: 1.1083... Generator Loss: 0.9889 Epoch 9/10... Discriminator Loss: 1.2002... Generator Loss: 0.9353 Epoch 9/10... Discriminator Loss: 1.1954... Generator Loss: 0.8214 Epoch 9/10... Discriminator Loss: 1.2779... Generator Loss: 0.7726
Epoch 9/10... Discriminator Loss: 1.0989... Generator Loss: 0.9893 Epoch 9/10... Discriminator Loss: 1.2481... Generator Loss: 0.8665 Epoch 9/10... Discriminator Loss: 1.2966... Generator Loss: 0.7384 Epoch 9/10... Discriminator Loss: 1.2634... Generator Loss: 0.7792 Epoch 9/10... Discriminator Loss: 1.2766... Generator Loss: 0.6617 Epoch 9/10... Discriminator Loss: 1.2317... Generator Loss: 0.8859 Epoch 9/10... Discriminator Loss: 1.2132... Generator Loss: 0.8130 Epoch 9/10... Discriminator Loss: 1.1749... Generator Loss: 0.8700 Epoch 9/10... Discriminator Loss: 1.2979... Generator Loss: 0.6636 Epoch 9/10... Discriminator Loss: 1.2887... Generator Loss: 0.9039
Epoch 9/10... Discriminator Loss: 1.1973... Generator Loss: 0.7209 Epoch 9/10... Discriminator Loss: 1.1061... Generator Loss: 0.9117 Epoch 9/10... Discriminator Loss: 1.2833... Generator Loss: 1.0657 Epoch 9/10... Discriminator Loss: 1.1257... Generator Loss: 0.9201 Epoch 9/10... Discriminator Loss: 1.0431... Generator Loss: 1.1233 Epoch 9/10... Discriminator Loss: 1.2061... Generator Loss: 0.7708 Epoch 9/10... Discriminator Loss: 1.1541... Generator Loss: 0.8443 Epoch 9/10... Discriminator Loss: 1.2768... Generator Loss: 0.8465 Epoch 9/10... Discriminator Loss: 1.1794... Generator Loss: 0.8129 Epoch 9/10... Discriminator Loss: 1.2868... Generator Loss: 0.7933
Epoch 9/10... Discriminator Loss: 1.0647... Generator Loss: 0.9148 Epoch 9/10... Discriminator Loss: 1.2848... Generator Loss: 0.8449 Epoch 9/10... Discriminator Loss: 1.1710... Generator Loss: 0.8726 Epoch 9/10... Discriminator Loss: 1.0830... Generator Loss: 1.0221 Epoch 9/10... Discriminator Loss: 1.2818... Generator Loss: 1.1870 Epoch 9/10... Discriminator Loss: 1.0684... Generator Loss: 0.9079 Epoch 9/10... Discriminator Loss: 1.3457... Generator Loss: 0.7002 Epoch 9/10... Discriminator Loss: 1.3948... Generator Loss: 0.7776 Epoch 9/10... Discriminator Loss: 1.1795... Generator Loss: 0.8670 Epoch 9/10... Discriminator Loss: 1.2283... Generator Loss: 0.7703
Epoch 9/10... Discriminator Loss: 1.2419... Generator Loss: 1.0211 Epoch 9/10... Discriminator Loss: 1.1135... Generator Loss: 0.8877 Epoch 9/10... Discriminator Loss: 1.2117... Generator Loss: 1.0439 Epoch 9/10... Discriminator Loss: 1.1683... Generator Loss: 0.8636 Epoch 9/10... Discriminator Loss: 1.2599... Generator Loss: 1.1122 Epoch 9/10... Discriminator Loss: 1.1164... Generator Loss: 0.8767 Epoch 9/10... Discriminator Loss: 1.3011... Generator Loss: 0.8047 Epoch 9/10... Discriminator Loss: 1.2922... Generator Loss: 0.8972 Epoch 9/10... Discriminator Loss: 1.3140... Generator Loss: 0.8462 Epoch 9/10... Discriminator Loss: 1.0924... Generator Loss: 1.0821
Epoch 9/10... Discriminator Loss: 1.3408... Generator Loss: 0.6751 Epoch 9/10... Discriminator Loss: 1.3324... Generator Loss: 0.6818 Epoch 9/10... Discriminator Loss: 1.4193... Generator Loss: 0.6655 Epoch 9/10... Discriminator Loss: 1.2569... Generator Loss: 0.8438 Epoch 9/10... Discriminator Loss: 1.1251... Generator Loss: 0.9270 Epoch 9/10... Discriminator Loss: 1.3667... Generator Loss: 0.7569 Epoch 9/10... Discriminator Loss: 1.4207... Generator Loss: 0.6466 Epoch 9/10... Discriminator Loss: 1.2486... Generator Loss: 0.8259 Epoch 9/10... Discriminator Loss: 1.2890... Generator Loss: 0.7156 Epoch 9/10... Discriminator Loss: 1.2620... Generator Loss: 0.9077
Epoch 9/10... Discriminator Loss: 1.3327... Generator Loss: 0.6262 Epoch 9/10... Discriminator Loss: 1.1960... Generator Loss: 0.7945 Epoch 9/10... Discriminator Loss: 1.2358... Generator Loss: 0.8140 Epoch 9/10... Discriminator Loss: 1.1111... Generator Loss: 0.8951 Epoch 9/10... Discriminator Loss: 1.2811... Generator Loss: 0.7255 Epoch 9/10... Discriminator Loss: 1.3278... Generator Loss: 0.7164 Epoch 9/10... Discriminator Loss: 1.3444... Generator Loss: 0.7526 Epoch 9/10... Discriminator Loss: 1.2695... Generator Loss: 0.7418 Epoch 9/10... Discriminator Loss: 1.2539... Generator Loss: 0.8901 Epoch 9/10... Discriminator Loss: 1.1832... Generator Loss: 0.9072
Epoch 9/10... Discriminator Loss: 1.2637... Generator Loss: 0.7037 Epoch 9/10... Discriminator Loss: 1.3511... Generator Loss: 0.6635 Epoch 9/10... Discriminator Loss: 1.2609... Generator Loss: 0.6911 Epoch 9/10... Discriminator Loss: 1.0820... Generator Loss: 0.9461 Epoch 9/10... Discriminator Loss: 1.0559... Generator Loss: 1.0836 Epoch 9/10... Discriminator Loss: 1.1740... Generator Loss: 0.8156 Epoch 9/10... Discriminator Loss: 1.3047... Generator Loss: 0.7784 Epoch 9/10... Discriminator Loss: 1.2185... Generator Loss: 0.9107 Epoch 9/10... Discriminator Loss: 1.1581... Generator Loss: 0.7806 Epoch 9/10... Discriminator Loss: 1.1331... Generator Loss: 1.0153
Epoch 9/10... Discriminator Loss: 1.2725... Generator Loss: 0.7683 Epoch 9/10... Discriminator Loss: 1.2802... Generator Loss: 0.7232 Epoch 9/10... Discriminator Loss: 1.2092... Generator Loss: 0.7716 Epoch 9/10... Discriminator Loss: 1.0577... Generator Loss: 0.9500 Epoch 9/10... Discriminator Loss: 1.2760... Generator Loss: 0.7319 Epoch 9/10... Discriminator Loss: 1.2528... Generator Loss: 0.7909 Epoch 9/10... Discriminator Loss: 1.1265... Generator Loss: 0.9546 Epoch 9/10... Discriminator Loss: 1.1549... Generator Loss: 0.9352 Epoch 9/10... Discriminator Loss: 1.3370... Generator Loss: 0.6631 Epoch 9/10... Discriminator Loss: 1.3017... Generator Loss: 0.7313
Epoch 9/10... Discriminator Loss: 1.1637... Generator Loss: 0.7977 Epoch 9/10... Discriminator Loss: 1.7262... Generator Loss: 0.4852 Epoch 9/10... Discriminator Loss: 1.2731... Generator Loss: 0.8162 Epoch 9/10... Discriminator Loss: 1.3616... Generator Loss: 0.6994 Epoch 9/10... Discriminator Loss: 1.2183... Generator Loss: 0.9413 Epoch 9/10... Discriminator Loss: 1.2540... Generator Loss: 0.7571 Epoch 9/10... Discriminator Loss: 1.1578... Generator Loss: 0.8066 Epoch 9/10... Discriminator Loss: 1.1712... Generator Loss: 0.8193 Epoch 9/10... Discriminator Loss: 1.1581... Generator Loss: 0.9941 Epoch 9/10... Discriminator Loss: 1.2532... Generator Loss: 0.7818
Epoch 9/10... Discriminator Loss: 1.2688... Generator Loss: 0.7483 Epoch 9/10... Discriminator Loss: 1.2605... Generator Loss: 0.7576 Epoch 9/10... Discriminator Loss: 1.2631... Generator Loss: 0.8367 Epoch 9/10... Discriminator Loss: 1.1943... Generator Loss: 0.7081 Epoch 9/10... Discriminator Loss: 1.2136... Generator Loss: 0.7692 Epoch 9/10... Discriminator Loss: 1.3413... Generator Loss: 0.7420 Epoch 9/10... Discriminator Loss: 1.2862... Generator Loss: 0.8529 Epoch 9/10... Discriminator Loss: 1.0317... Generator Loss: 0.9689 Epoch 10/10... Discriminator Loss: 1.3513... Generator Loss: 0.6224 Epoch 10/10... Discriminator Loss: 1.5828... Generator Loss: 0.8848
Epoch 10/10... Discriminator Loss: 1.5397... Generator Loss: 0.5313 Epoch 10/10... Discriminator Loss: 1.3294... Generator Loss: 0.8299 Epoch 10/10... Discriminator Loss: 1.1902... Generator Loss: 0.8140 Epoch 10/10... Discriminator Loss: 1.1319... Generator Loss: 0.9095 Epoch 10/10... Discriminator Loss: 1.2991... Generator Loss: 0.6898 Epoch 10/10... Discriminator Loss: 1.3055... Generator Loss: 0.8385 Epoch 10/10... Discriminator Loss: 1.2688... Generator Loss: 0.8712 Epoch 10/10... Discriminator Loss: 1.2492... Generator Loss: 0.7023 Epoch 10/10... Discriminator Loss: 1.2711... Generator Loss: 0.7485 Epoch 10/10... Discriminator Loss: 1.2467... Generator Loss: 0.7222
Epoch 10/10... Discriminator Loss: 1.0603... Generator Loss: 1.1286 Epoch 10/10... Discriminator Loss: 1.2711... Generator Loss: 0.7474 Epoch 10/10... Discriminator Loss: 1.0458... Generator Loss: 0.9537 Epoch 10/10... Discriminator Loss: 1.2814... Generator Loss: 0.7718 Epoch 10/10... Discriminator Loss: 1.1817... Generator Loss: 0.8097 Epoch 10/10... Discriminator Loss: 1.5446... Generator Loss: 0.7027 Epoch 10/10... Discriminator Loss: 1.0508... Generator Loss: 0.9443 Epoch 10/10... Discriminator Loss: 1.1183... Generator Loss: 0.8953 Epoch 10/10... Discriminator Loss: 1.1871... Generator Loss: 0.8352 Epoch 10/10... Discriminator Loss: 1.0361... Generator Loss: 0.9682
Epoch 10/10... Discriminator Loss: 1.1517... Generator Loss: 0.9429 Epoch 10/10... Discriminator Loss: 1.1811... Generator Loss: 0.7620 Epoch 10/10... Discriminator Loss: 1.4952... Generator Loss: 0.6210 Epoch 10/10... Discriminator Loss: 1.2050... Generator Loss: 0.7582 Epoch 10/10... Discriminator Loss: 1.2472... Generator Loss: 0.8626 Epoch 10/10... Discriminator Loss: 1.3202... Generator Loss: 0.9008 Epoch 10/10... Discriminator Loss: 1.2055... Generator Loss: 0.8319 Epoch 10/10... Discriminator Loss: 1.0903... Generator Loss: 0.9709 Epoch 10/10... Discriminator Loss: 1.2849... Generator Loss: 0.8189 Epoch 10/10... Discriminator Loss: 1.3713... Generator Loss: 0.8503
Epoch 10/10... Discriminator Loss: 1.2282... Generator Loss: 0.7502 Epoch 10/10... Discriminator Loss: 1.1944... Generator Loss: 0.8247 Epoch 10/10... Discriminator Loss: 1.2991... Generator Loss: 0.8009 Epoch 10/10... Discriminator Loss: 1.2819... Generator Loss: 0.8372 Epoch 10/10... Discriminator Loss: 1.2917... Generator Loss: 0.6688 Epoch 10/10... Discriminator Loss: 1.1420... Generator Loss: 0.8676 Epoch 10/10... Discriminator Loss: 1.2297... Generator Loss: 0.7819 Epoch 10/10... Discriminator Loss: 1.1957... Generator Loss: 0.9548 Epoch 10/10... Discriminator Loss: 1.3336... Generator Loss: 0.6250 Epoch 10/10... Discriminator Loss: 1.1021... Generator Loss: 0.9132
Epoch 10/10... Discriminator Loss: 1.1166... Generator Loss: 0.8268 Epoch 10/10... Discriminator Loss: 1.2005... Generator Loss: 0.8264 Epoch 10/10... Discriminator Loss: 1.0638... Generator Loss: 0.9641 Epoch 10/10... Discriminator Loss: 1.2674... Generator Loss: 0.7488 Epoch 10/10... Discriminator Loss: 1.2411... Generator Loss: 0.6812 Epoch 10/10... Discriminator Loss: 1.3125... Generator Loss: 0.7633 Epoch 10/10... Discriminator Loss: 1.1779... Generator Loss: 0.8056 Epoch 10/10... Discriminator Loss: 1.2572... Generator Loss: 0.7106 Epoch 10/10... Discriminator Loss: 1.2626... Generator Loss: 0.7036 Epoch 10/10... Discriminator Loss: 1.2476... Generator Loss: 0.7818
Epoch 10/10... Discriminator Loss: 1.1616... Generator Loss: 0.8735 Epoch 10/10... Discriminator Loss: 1.2400... Generator Loss: 0.8702 Epoch 10/10... Discriminator Loss: 1.3513... Generator Loss: 0.6904 Epoch 10/10... Discriminator Loss: 1.3659... Generator Loss: 0.6722 Epoch 10/10... Discriminator Loss: 0.9826... Generator Loss: 1.0161 Epoch 10/10... Discriminator Loss: 1.2915... Generator Loss: 0.7609 Epoch 10/10... Discriminator Loss: 1.3209... Generator Loss: 0.7920 Epoch 10/10... Discriminator Loss: 1.2622... Generator Loss: 0.7998 Epoch 10/10... Discriminator Loss: 1.1810... Generator Loss: 1.0003 Epoch 10/10... Discriminator Loss: 1.2062... Generator Loss: 0.8565
Epoch 10/10... Discriminator Loss: 1.3803... Generator Loss: 0.8009 Epoch 10/10... Discriminator Loss: 1.2254... Generator Loss: 0.8348 Epoch 10/10... Discriminator Loss: 1.1435... Generator Loss: 0.7423 Epoch 10/10... Discriminator Loss: 1.1223... Generator Loss: 0.9128 Epoch 10/10... Discriminator Loss: 1.2742... Generator Loss: 0.9439 Epoch 10/10... Discriminator Loss: 1.4578... Generator Loss: 1.0069 Epoch 10/10... Discriminator Loss: 1.3211... Generator Loss: 1.0359 Epoch 10/10... Discriminator Loss: 1.5652... Generator Loss: 0.6955 Epoch 10/10... Discriminator Loss: 1.2956... Generator Loss: 0.7017 Epoch 10/10... Discriminator Loss: 1.2045... Generator Loss: 1.0949
Epoch 10/10... Discriminator Loss: 1.2910... Generator Loss: 0.7493 Epoch 10/10... Discriminator Loss: 1.1393... Generator Loss: 0.8990 Epoch 10/10... Discriminator Loss: 1.1785... Generator Loss: 0.7534 Epoch 10/10... Discriminator Loss: 1.0994... Generator Loss: 1.0305 Epoch 10/10... Discriminator Loss: 1.2793... Generator Loss: 0.8355 Epoch 10/10... Discriminator Loss: 1.1754... Generator Loss: 0.8626 Epoch 10/10... Discriminator Loss: 1.0077... Generator Loss: 1.0647 Epoch 10/10... Discriminator Loss: 1.2477... Generator Loss: 0.8165 Epoch 10/10... Discriminator Loss: 1.1493... Generator Loss: 0.9076 Epoch 10/10... Discriminator Loss: 1.2833... Generator Loss: 0.7504
Epoch 10/10... Discriminator Loss: 1.2506... Generator Loss: 0.7479 Epoch 10/10... Discriminator Loss: 1.0927... Generator Loss: 0.8495 Epoch 10/10... Discriminator Loss: 1.1682... Generator Loss: 0.9602 Epoch 10/10... Discriminator Loss: 1.2019... Generator Loss: 0.8082 Epoch 10/10... Discriminator Loss: 1.1507... Generator Loss: 0.9226 Epoch 10/10... Discriminator Loss: 1.1210... Generator Loss: 0.9795 Epoch 10/10... Discriminator Loss: 1.1876... Generator Loss: 0.7468 Epoch 10/10... Discriminator Loss: 1.3325... Generator Loss: 0.7380 Epoch 10/10... Discriminator Loss: 1.1316... Generator Loss: 0.8230 Epoch 10/10... Discriminator Loss: 0.9834... Generator Loss: 1.1798
Epoch 10/10... Discriminator Loss: 1.1690... Generator Loss: 0.9541 Epoch 10/10... Discriminator Loss: 1.1751... Generator Loss: 0.8051 Epoch 10/10... Discriminator Loss: 1.1950... Generator Loss: 1.0375 Epoch 10/10... Discriminator Loss: 1.2256... Generator Loss: 0.7559 Epoch 10/10... Discriminator Loss: 1.1185... Generator Loss: 0.9286 Epoch 10/10... Discriminator Loss: 1.1146... Generator Loss: 0.8746 Epoch 10/10... Discriminator Loss: 1.3511... Generator Loss: 0.7795 Epoch 10/10... Discriminator Loss: 1.3199... Generator Loss: 0.7097 Epoch 10/10... Discriminator Loss: 1.2457... Generator Loss: 0.8081 Epoch 10/10... Discriminator Loss: 1.1689... Generator Loss: 0.9013
Epoch 10/10... Discriminator Loss: 1.2929... Generator Loss: 0.7101 Epoch 10/10... Discriminator Loss: 1.1551... Generator Loss: 0.8525 Epoch 10/10... Discriminator Loss: 1.3371... Generator Loss: 0.7138 Epoch 10/10... Discriminator Loss: 1.0875... Generator Loss: 0.9694 Epoch 10/10... Discriminator Loss: 1.2412... Generator Loss: 0.9545 Epoch 10/10... Discriminator Loss: 1.2237... Generator Loss: 0.7982 Epoch 10/10... Discriminator Loss: 1.3187... Generator Loss: 0.7311 Epoch 10/10... Discriminator Loss: 1.3336... Generator Loss: 0.7479 Epoch 10/10... Discriminator Loss: 1.2005... Generator Loss: 0.9543 Epoch 10/10... Discriminator Loss: 1.2768... Generator Loss: 0.7003
Epoch 10/10... Discriminator Loss: 1.3822... Generator Loss: 0.7614 Epoch 10/10... Discriminator Loss: 1.2549... Generator Loss: 0.7409 Epoch 10/10... Discriminator Loss: 1.3631... Generator Loss: 0.8328 Epoch 10/10... Discriminator Loss: 1.2145... Generator Loss: 0.8315 Epoch 10/10... Discriminator Loss: 1.1484... Generator Loss: 0.8254 Epoch 10/10... Discriminator Loss: 1.1425... Generator Loss: 0.8125 Epoch 10/10... Discriminator Loss: 1.2670... Generator Loss: 0.8277 Epoch 10/10... Discriminator Loss: 1.2137... Generator Loss: 0.8646 Epoch 10/10... Discriminator Loss: 1.2655... Generator Loss: 0.7314 Epoch 10/10... Discriminator Loss: 1.2437... Generator Loss: 0.7242
Epoch 10/10... Discriminator Loss: 1.1907... Generator Loss: 0.9169 Epoch 10/10... Discriminator Loss: 1.2465... Generator Loss: 0.7896 Epoch 10/10... Discriminator Loss: 1.2675... Generator Loss: 0.9993 Epoch 10/10... Discriminator Loss: 1.2609... Generator Loss: 0.7248 Epoch 10/10... Discriminator Loss: 1.2593... Generator Loss: 0.8353 Epoch 10/10... Discriminator Loss: 1.2883... Generator Loss: 0.7160 Epoch 10/10... Discriminator Loss: 1.2745... Generator Loss: 0.7119 Epoch 10/10... Discriminator Loss: 1.2893... Generator Loss: 0.8010 Epoch 10/10... Discriminator Loss: 1.1611... Generator Loss: 0.8645 Epoch 10/10... Discriminator Loss: 1.1016... Generator Loss: 0.9211
Epoch 10/10... Discriminator Loss: 1.4552... Generator Loss: 0.6914 Epoch 10/10... Discriminator Loss: 1.0903... Generator Loss: 0.9946 Epoch 10/10... Discriminator Loss: 1.3328... Generator Loss: 0.8401 Epoch 10/10... Discriminator Loss: 1.2554... Generator Loss: 0.9675 Epoch 10/10... Discriminator Loss: 1.2127... Generator Loss: 0.8341 Epoch 10/10... Discriminator Loss: 1.1641... Generator Loss: 0.9514 Epoch 10/10... Discriminator Loss: 1.2158... Generator Loss: 1.0222 Epoch 10/10... Discriminator Loss: 1.2941... Generator Loss: 0.7178 Epoch 10/10... Discriminator Loss: 1.2601... Generator Loss: 0.8176 Epoch 10/10... Discriminator Loss: 1.1320... Generator Loss: 0.8561
Epoch 10/10... Discriminator Loss: 1.1545... Generator Loss: 0.8905 Epoch 10/10... Discriminator Loss: 1.2966... Generator Loss: 0.7557 Epoch 10/10... Discriminator Loss: 1.4154... Generator Loss: 0.8579 Epoch 10/10... Discriminator Loss: 1.2966... Generator Loss: 0.9284 Epoch 10/10... Discriminator Loss: 1.2389... Generator Loss: 0.8227 Epoch 10/10... Discriminator Loss: 1.2659... Generator Loss: 0.9119 Epoch 10/10... Discriminator Loss: 1.1610... Generator Loss: 1.0002 Epoch 10/10... Discriminator Loss: 1.1476... Generator Loss: 1.0651 Epoch 10/10... Discriminator Loss: 1.2873... Generator Loss: 0.7395 Epoch 10/10... Discriminator Loss: 1.1925... Generator Loss: 0.8987
Epoch 10/10... Discriminator Loss: 1.2323... Generator Loss: 0.7332 Epoch 10/10... Discriminator Loss: 1.3400... Generator Loss: 0.6367 Epoch 10/10... Discriminator Loss: 1.4092... Generator Loss: 0.8696 Epoch 10/10... Discriminator Loss: 1.1701... Generator Loss: 0.9100 Epoch 10/10... Discriminator Loss: 1.2014... Generator Loss: 0.7690 Epoch 10/10... Discriminator Loss: 1.2273... Generator Loss: 0.7360 Epoch 10/10... Discriminator Loss: 1.1933... Generator Loss: 0.8096 Epoch 10/10... Discriminator Loss: 1.1641... Generator Loss: 0.7840 Epoch 10/10... Discriminator Loss: 1.2777... Generator Loss: 0.6835 Epoch 10/10... Discriminator Loss: 1.2478... Generator Loss: 0.7799
Epoch 10/10... Discriminator Loss: 1.2616... Generator Loss: 1.0424 Epoch 10/10... Discriminator Loss: 1.2487... Generator Loss: 0.8068 Epoch 10/10... Discriminator Loss: 1.3071... Generator Loss: 0.8045 Epoch 10/10... Discriminator Loss: 1.3137... Generator Loss: 0.7451 Epoch 10/10... Discriminator Loss: 1.1784... Generator Loss: 0.9014 Epoch 10/10... Discriminator Loss: 1.4767... Generator Loss: 0.6992 Epoch 10/10... Discriminator Loss: 1.1492... Generator Loss: 0.9702 Epoch 10/10... Discriminator Loss: 1.2513... Generator Loss: 0.8254 Epoch 10/10... Discriminator Loss: 1.2862... Generator Loss: 0.7312 Epoch 10/10... Discriminator Loss: 1.1570... Generator Loss: 0.9599
Epoch 10/10... Discriminator Loss: 1.2623... Generator Loss: 0.7989 Epoch 10/10... Discriminator Loss: 1.3123... Generator Loss: 0.7920 Epoch 10/10... Discriminator Loss: 1.1399... Generator Loss: 1.0026 Epoch 10/10... Discriminator Loss: 1.3109... Generator Loss: 0.8272 Epoch 10/10... Discriminator Loss: 1.3110... Generator Loss: 0.7778 Epoch 10/10... Discriminator Loss: 1.1904... Generator Loss: 0.8042 Epoch 10/10... Discriminator Loss: 1.2093... Generator Loss: 0.9424 Epoch 10/10... Discriminator Loss: 1.2996... Generator Loss: 0.7965 Epoch 10/10... Discriminator Loss: 1.2148... Generator Loss: 0.9444 Epoch 10/10... Discriminator Loss: 1.2191... Generator Loss: 0.7693
Epoch 10/10... Discriminator Loss: 1.1359... Generator Loss: 0.8774 Epoch 10/10... Discriminator Loss: 1.2697... Generator Loss: 0.7695 Epoch 10/10... Discriminator Loss: 1.4152... Generator Loss: 0.7040 Epoch 10/10... Discriminator Loss: 1.2058... Generator Loss: 0.8656 Epoch 10/10... Discriminator Loss: 1.2466... Generator Loss: 0.7984 Epoch 10/10... Discriminator Loss: 1.2135... Generator Loss: 0.9134 Epoch 10/10... Discriminator Loss: 1.2003... Generator Loss: 0.8198 Epoch 10/10... Discriminator Loss: 1.3446... Generator Loss: 0.9016 Epoch 10/10... Discriminator Loss: 1.2413... Generator Loss: 0.9080 Epoch 10/10... Discriminator Loss: 1.2635... Generator Loss: 0.8202
Epoch 10/10... Discriminator Loss: 1.0936... Generator Loss: 0.9253 Epoch 10/10... Discriminator Loss: 1.2691... Generator Loss: 0.8255 Epoch 10/10... Discriminator Loss: 1.2278... Generator Loss: 0.8419 Epoch 10/10... Discriminator Loss: 1.2062... Generator Loss: 0.8343 Epoch 10/10... Discriminator Loss: 1.2980... Generator Loss: 0.7010 Epoch 10/10... Discriminator Loss: 1.2206... Generator Loss: 0.7382 Epoch 10/10... Discriminator Loss: 1.2264... Generator Loss: 0.7935 Epoch 10/10... Discriminator Loss: 1.2278... Generator Loss: 0.7903 Epoch 10/10... Discriminator Loss: 1.3362... Generator Loss: 0.7096 Epoch 10/10... Discriminator Loss: 1.3132... Generator Loss: 0.7077
Epoch 10/10... Discriminator Loss: 1.2748... Generator Loss: 0.7436 Epoch 10/10... Discriminator Loss: 1.2444... Generator Loss: 0.9257 Epoch 10/10... Discriminator Loss: 1.0729... Generator Loss: 1.0608 Epoch 10/10... Discriminator Loss: 1.1568... Generator Loss: 0.8460 Epoch 10/10... Discriminator Loss: 1.3665... Generator Loss: 0.7639 Epoch 10/10... Discriminator Loss: 1.2461... Generator Loss: 0.8738 Epoch 10/10... Discriminator Loss: 1.3032... Generator Loss: 0.9251 Epoch 10/10... Discriminator Loss: 1.5115... Generator Loss: 0.4946 Epoch 10/10... Discriminator Loss: 1.1011... Generator Loss: 0.9537 Epoch 10/10... Discriminator Loss: 1.2064... Generator Loss: 0.8294
Epoch 10/10... Discriminator Loss: 1.0240... Generator Loss: 1.1691 Epoch 10/10... Discriminator Loss: 1.2096... Generator Loss: 0.8394 Epoch 10/10... Discriminator Loss: 1.2867... Generator Loss: 0.7852 Epoch 10/10... Discriminator Loss: 1.2312... Generator Loss: 0.7774 Epoch 10/10... Discriminator Loss: 1.3159... Generator Loss: 0.7138 Epoch 10/10... Discriminator Loss: 1.1751... Generator Loss: 0.8624 Epoch 10/10... Discriminator Loss: 1.1574... Generator Loss: 0.9463 Epoch 10/10... Discriminator Loss: 1.5197... Generator Loss: 0.7763 Epoch 10/10... Discriminator Loss: 1.3509... Generator Loss: 0.6863 Epoch 10/10... Discriminator Loss: 1.0334... Generator Loss: 0.9112
Epoch 10/10... Discriminator Loss: 1.3353... Generator Loss: 0.7311 Epoch 10/10... Discriminator Loss: 1.2328... Generator Loss: 0.9769 Epoch 10/10... Discriminator Loss: 1.1937... Generator Loss: 0.8182 Epoch 10/10... Discriminator Loss: 1.3273... Generator Loss: 0.6371 Epoch 10/10... Discriminator Loss: 1.1517... Generator Loss: 0.7849 Epoch 10/10... Discriminator Loss: 1.1649... Generator Loss: 0.8438 Epoch 10/10... Discriminator Loss: 1.3678... Generator Loss: 0.7023 Epoch 10/10... Discriminator Loss: 1.2374... Generator Loss: 0.7073 Epoch 10/10... Discriminator Loss: 1.3349... Generator Loss: 0.6926 Epoch 10/10... Discriminator Loss: 1.3891... Generator Loss: 0.6516
Epoch 10/10... Discriminator Loss: 1.2067... Generator Loss: 0.8409 Epoch 10/10... Discriminator Loss: 1.3157... Generator Loss: 0.8082 Epoch 10/10... Discriminator Loss: 1.0440... Generator Loss: 1.0359 Epoch 10/10... Discriminator Loss: 1.1310... Generator Loss: 0.8716 Epoch 10/10... Discriminator Loss: 1.1126... Generator Loss: 1.0257 Epoch 10/10... Discriminator Loss: 1.3678... Generator Loss: 0.6511 Epoch 10/10... Discriminator Loss: 1.3288... Generator Loss: 0.7369 Epoch 10/10... Discriminator Loss: 1.2562... Generator Loss: 0.9308 Epoch 10/10... Discriminator Loss: 1.0700... Generator Loss: 1.0157 Epoch 10/10... Discriminator Loss: 1.2442... Generator Loss: 0.7982
Epoch 10/10... Discriminator Loss: 1.0234... Generator Loss: 1.0284 Epoch 10/10... Discriminator Loss: 1.2377... Generator Loss: 0.8371 Epoch 10/10... Discriminator Loss: 1.2229... Generator Loss: 0.7763 Epoch 10/10... Discriminator Loss: 1.1975... Generator Loss: 0.8990 Epoch 10/10... Discriminator Loss: 1.1039... Generator Loss: 0.8447 Epoch 10/10... Discriminator Loss: 1.2778... Generator Loss: 0.7895 Epoch 10/10... Discriminator Loss: 1.1130... Generator Loss: 0.9860 Epoch 10/10... Discriminator Loss: 1.2867... Generator Loss: 0.7527 Epoch 10/10... Discriminator Loss: 1.3099... Generator Loss: 0.7367 Epoch 10/10... Discriminator Loss: 1.2630... Generator Loss: 0.7758
Epoch 10/10... Discriminator Loss: 1.1948... Generator Loss: 0.9074 Epoch 10/10... Discriminator Loss: 1.0264... Generator Loss: 1.0186 Epoch 10/10... Discriminator Loss: 1.1712... Generator Loss: 1.0994 Epoch 10/10... Discriminator Loss: 1.1929... Generator Loss: 0.8546 Epoch 10/10... Discriminator Loss: 1.2731... Generator Loss: 0.8551 Epoch 10/10... Discriminator Loss: 1.2064... Generator Loss: 0.8755 Epoch 10/10... Discriminator Loss: 1.1019... Generator Loss: 0.9612 Epoch 10/10... Discriminator Loss: 1.2700... Generator Loss: 0.8084 Epoch 10/10... Discriminator Loss: 1.1240... Generator Loss: 0.9372 Epoch 10/10... Discriminator Loss: 1.1443... Generator Loss: 0.8119
Epoch 10/10... Discriminator Loss: 1.1986... Generator Loss: 1.1520 Epoch 10/10... Discriminator Loss: 1.1202... Generator Loss: 0.8718 Epoch 10/10... Discriminator Loss: 1.2874... Generator Loss: 0.8406 Epoch 10/10... Discriminator Loss: 1.2713... Generator Loss: 0.6990 Epoch 10/10... Discriminator Loss: 1.1554... Generator Loss: 0.9593 Epoch 10/10... Discriminator Loss: 1.2377... Generator Loss: 0.6847 Epoch 10/10... Discriminator Loss: 1.1062... Generator Loss: 1.0104 Epoch 10/10... Discriminator Loss: 1.0709... Generator Loss: 0.9462 Epoch 10/10... Discriminator Loss: 1.2591... Generator Loss: 0.6863 Epoch 10/10... Discriminator Loss: 1.1354... Generator Loss: 0.9402
Epoch 10/10... Discriminator Loss: 1.2786... Generator Loss: 0.7834 Epoch 10/10... Discriminator Loss: 1.1903... Generator Loss: 1.0013 Epoch 10/10... Discriminator Loss: 1.2539... Generator Loss: 0.8048 Epoch 10/10... Discriminator Loss: 1.2436... Generator Loss: 0.7693 Epoch 10/10... Discriminator Loss: 1.2869... Generator Loss: 0.7661 Epoch 10/10... Discriminator Loss: 1.2492... Generator Loss: 0.7932 Epoch 10/10... Discriminator Loss: 1.1445... Generator Loss: 0.8897 Epoch 10/10... Discriminator Loss: 1.1549... Generator Loss: 0.8627 Epoch 10/10... Discriminator Loss: 1.1700... Generator Loss: 0.7923 Epoch 10/10... Discriminator Loss: 1.1708... Generator Loss: 0.8545
Epoch 10/10... Discriminator Loss: 1.1420... Generator Loss: 0.9485 Epoch 10/10... Discriminator Loss: 1.0931... Generator Loss: 0.8852 Epoch 10/10... Discriminator Loss: 1.2993... Generator Loss: 0.7965 Epoch 10/10... Discriminator Loss: 1.1808... Generator Loss: 0.7940 Epoch 10/10... Discriminator Loss: 1.2948... Generator Loss: 0.8602 Epoch 10/10... Discriminator Loss: 1.0727... Generator Loss: 1.0863 Epoch 10/10... Discriminator Loss: 1.2113... Generator Loss: 0.8322 Epoch 10/10... Discriminator Loss: 1.1262... Generator Loss: 0.8957 Epoch 10/10... Discriminator Loss: 1.1256... Generator Loss: 0.9401 Epoch 10/10... Discriminator Loss: 1.1162... Generator Loss: 1.0560
Epoch 10/10... Discriminator Loss: 1.0801... Generator Loss: 0.9580 Epoch 10/10... Discriminator Loss: 1.1960... Generator Loss: 0.8832 Epoch 10/10... Discriminator Loss: 1.3812... Generator Loss: 0.6454 Epoch 10/10... Discriminator Loss: 1.0637... Generator Loss: 0.9199 Epoch 10/10... Discriminator Loss: 1.3521... Generator Loss: 0.6940 Epoch 10/10... Discriminator Loss: 1.1736... Generator Loss: 0.8225 Epoch 10/10... Discriminator Loss: 1.2830... Generator Loss: 0.7830 Epoch 10/10... Discriminator Loss: 1.2055... Generator Loss: 0.8039 Epoch 10/10... Discriminator Loss: 1.2164... Generator Loss: 0.8679 Epoch 10/10... Discriminator Loss: 1.0169... Generator Loss: 0.9767
Epoch 10/10... Discriminator Loss: 1.3632... Generator Loss: 0.8193 Epoch 10/10... Discriminator Loss: 0.9824... Generator Loss: 1.1346 Epoch 10/10... Discriminator Loss: 1.2483... Generator Loss: 0.8046 Epoch 10/10... Discriminator Loss: 1.1675... Generator Loss: 0.7747 Epoch 10/10... Discriminator Loss: 1.3071... Generator Loss: 0.7045 Epoch 10/10... Discriminator Loss: 1.1542... Generator Loss: 0.8372 Epoch 10/10... Discriminator Loss: 1.1742... Generator Loss: 1.0133 Epoch 10/10... Discriminator Loss: 1.1161... Generator Loss: 1.0113 Epoch 10/10... Discriminator Loss: 1.1673... Generator Loss: 0.7500 Epoch 10/10... Discriminator Loss: 1.3799... Generator Loss: 0.6311
Epoch 10/10... Discriminator Loss: 1.3239... Generator Loss: 0.8516 Epoch 10/10... Discriminator Loss: 1.0339... Generator Loss: 0.9609 Epoch 10/10... Discriminator Loss: 1.1794... Generator Loss: 0.7782 Epoch 10/10... Discriminator Loss: 1.2666... Generator Loss: 0.8298 Epoch 10/10... Discriminator Loss: 1.2079... Generator Loss: 1.0703
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
<matplotlib.legend.Legend at 0x7f5cdbff5828>
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
helper.images_square_grid(mnist_images, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f5cdbfd74a8>
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.